{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import minimize\n",
    "from scipy.io import loadmat\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = loadmat('./ex4data1.mat')\n",
    "X = data['X']\n",
    "y = data['y'].flatten() #flatten() 将多维转为一维数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_100_image(X):\n",
    "    sample_index = np.random.choice(X.shape[0],100) #从 N（个样本）中，随机选出100个数字\n",
    "    sample_images = X[sample_index,:]#选择其中随机的100行 (100,400)\n",
    "    \n",
    "    fig, ax_arraya = plt.subplots(nrows=10,ncols=10,sharex=True,sharey=True,figsize=(8,8))\n",
    "    for row in range(10):\n",
    "        for col in range(10):\n",
    "            ax_arraya[row,col].matshow(sample_images[10*row + col].reshape(20,20), cmap = 'gray_r')\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"456.28pt\" version=\"1.1\" viewBox=\"0 0 463.323729 456.28\" width=\"463.323729pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 456.28 \r\n",
       "L 463.323729 456.28 \r\n",
       "L 463.323729 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 10.7 47.554237 \r\n",
       "L 47.554237 47.554237 \r\n",
       "L 47.554237 10.7 \r\n",
       "L 10.7 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p95dcce8563)\">\r\n",
       "    <image height=\"37\" id=\"image170027a99d\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\"/>\r\n",
       "   <g id=\"matplotlib.axis_2\"/>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 10.7 47.554237 \r\n",
       "L 10.7 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 47.554237 47.554237 \r\n",
       "L 47.554237 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 10.7 47.554237 \r\n",
       "L 47.554237 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 10.7 10.7 \r\n",
       "L 47.554237 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_2\">\r\n",
       "   <g id=\"patch_7\">\r\n",
       "    <path d=\"M 56.09661 47.554237 \r\n",
       "L 92.950847 47.554237 \r\n",
       "L 92.950847 10.7 \r\n",
       "L 56.09661 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p576f393088)\">\r\n",
       "    <image height=\"37\" id=\"image8308d29b79\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_3\"/>\r\n",
       "   <g id=\"matplotlib.axis_4\"/>\r\n",
       "   <g id=\"patch_8\">\r\n",
       "    <path d=\"M 56.09661 47.554237 \r\n",
       "L 56.09661 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_9\">\r\n",
       "    <path d=\"M 92.950847 47.554237 \r\n",
       "L 92.950847 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_10\">\r\n",
       "    <path d=\"M 56.09661 47.554237 \r\n",
       "L 92.950847 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_11\">\r\n",
       "    <path d=\"M 56.09661 10.7 \r\n",
       "L 92.950847 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_3\">\r\n",
       "   <g id=\"patch_12\">\r\n",
       "    <path d=\"M 101.49322 47.554237 \r\n",
       "L 138.347458 47.554237 \r\n",
       "L 138.347458 10.7 \r\n",
       "L 101.49322 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p4eefebb360)\">\r\n",
       "    <image height=\"37\" id=\"image8231f4a092\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_5\"/>\r\n",
       "   <g id=\"matplotlib.axis_6\"/>\r\n",
       "   <g id=\"patch_13\">\r\n",
       "    <path d=\"M 101.49322 47.554237 \r\n",
       "L 101.49322 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_14\">\r\n",
       "    <path d=\"M 138.347458 47.554237 \r\n",
       "L 138.347458 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_15\">\r\n",
       "    <path d=\"M 101.49322 47.554237 \r\n",
       "L 138.347458 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_16\">\r\n",
       "    <path d=\"M 101.49322 10.7 \r\n",
       "L 138.347458 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_4\">\r\n",
       "   <g id=\"patch_17\">\r\n",
       "    <path d=\"M 146.889831 47.554237 \r\n",
       "L 183.744068 47.554237 \r\n",
       "L 183.744068 10.7 \r\n",
       "L 146.889831 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pededc1aea9)\">\r\n",
       "    <image height=\"37\" id=\"image3cc029c5ca\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAkJJREFUWIXt170vbEEcxvHP2vW2GkoKiYhGoVKIRKEURPQ6apQaQUL8ASI0Wo1EiESnolIRpUhE4yUSIVuIt73F3nM2d2M3h7j3nk3220xyZnLmmWee+Z05iUwmkxUzqv63gM+oiIpKRVRUYikqFWVQdXX1p88/Pj7A+/v7zylSjk4lk0lweHgITk9PQX19Pejr6wMdHR3e3t5+TFR5OZVMJp2cnID5+XnQ1NQE9vb2wMzMDFheXpZIJJDPV5C371BeTtXU1NjY2MgNSuWGTU5OgsvLS7C+vg7Ozs5C17q6ukBDQwN4fX3F105oLJ1KFLu6pNNpIyMjoLa2FmxuboLr62uwuroatul0GgwMDIDBwUHQ29sLWlpawPPzM8hmi9+YYulUyToVnKjb21vw8PAAWltbwdLSUjh2ZWUF7OzsgK2tLdDT0wOGh4fB2NgYaGxsDHNWmLdYOlU0U6lUytHREZiYmABtbW1gYWEBdHZ2gtnZWRcXF2BxcRHs7u6C7e1tcH5+Dvr7+8H09LTu7m7k69/Ly0tpUeTKAuzv74eTw/39PWhvbwePj49huRgfH0d+SwKxBwcHYG1tDTw9PYWLnJqaAkNDQyi37SMf9KqqnPa7uztwdXWFvN3Nzc1h+AsJCm/Q3tzcgOPj4/DzNTo6Cubm5nLzfXMxf5WSThUSXGUC5wKy2WyYoVJFsfAdmUzmj766urpcX1RB/5IvOfXjk//ObEDgciydivTj8Lcolr9YOlURFZWKqKhUREUllqJ+Aa1+ysdds0LxAAAAAElFTkSuQmCC\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_7\"/>\r\n",
       "   <g id=\"matplotlib.axis_8\"/>\r\n",
       "   <g id=\"patch_18\">\r\n",
       "    <path d=\"M 146.889831 47.554237 \r\n",
       "L 146.889831 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_19\">\r\n",
       "    <path d=\"M 183.744068 47.554237 \r\n",
       "L 183.744068 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_20\">\r\n",
       "    <path d=\"M 146.889831 47.554237 \r\n",
       "L 183.744068 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_21\">\r\n",
       "    <path d=\"M 146.889831 10.7 \r\n",
       "L 183.744068 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_5\">\r\n",
       "   <g id=\"patch_22\">\r\n",
       "    <path d=\"M 192.286441 47.554237 \r\n",
       "L 229.140678 47.554237 \r\n",
       "L 229.140678 10.7 \r\n",
       "L 192.286441 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pd516eb527c)\">\r\n",
       "    <image height=\"37\" id=\"image0587e5b7db\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAshJREFUWIXt188rpW0cx/HXwciRXyn5URYWkiYpJRYW5MfCXyArNTUkrC1oFpaWip1YWIi9pgYbK5IF+QOwkBSjTMRxnsWZ65yHZ9QZ89RzzpPP5uq+7vu+7u/1vr6/7sj19XVchinnvzbgV3o3Kl29G5Wu8v6NRSKRyD/m4vG3B3VaRuXlJR778OHDs/mnpydwf3+fNCI8E+6F8XeUfccXdn1xcQEODw9Bbm4uUhTW19fd3NyAoaEh0NPTk/jAT8oPDw9I71gzklTktTKTm5vr+PgYTE9Pg62tLZCTk9hLYWEhuL29TTp7TU0N6O3tBQMDA6C1tTW5LgnKgdpLv8suUtFo1PDwMFhaWgJlZWVI+UcgFo1G/fjxA8RiMfD4+AgqKytBZ2cn+PTpE2hoaBCNRpHyu/BuRpJ6NfoikYjz8/Nnc/X19aCvrw8UFRWBuro6k5OT4PLyMrHwz92H67W1NfDt2zfQ3Nzs48ePYGJiApSXlyPbSD0+PhocHAQ7Ozvg9PQUtLe3I0UsFovZ2NgAq6urID8/H6kIDf5ydXUFtre3ff36FRQXF4OpqSlkI6nu7m7Q2NgI9vf3weLiIujo6AAFBQWamprAysoKKCkpAV++fEHK/+bn58HR0ZHS0lJQW1uLFM1XjYrH48kUEI4xlJmDgwMwNzcHRkZGkguGJHp7e/tsHB0dBS0tLWB3d1dFRQXo6uoCd3d3yNDjezV5kgrrs7MzMDY2BjY3NyGJv6qqyvfv3yFZmAO52dlZ8PnzZ6QSb35+frK8BEJB2UfqZUd5cnICxsfHwd7eHhK7DyUnpIL+/n6wsLCAVEn6/7Uuv1Jo+kISXV5eRqLJC77S1tYGZmZmQHV1NVI+lo6yn1RQIBbak79HT7gXxt8hFJSRpN703xf8J0RnaNZIRddbCP2RUS8N+JMfz18pI4/v3ah09W5UuvoLid4e+mzpc+UAAAAASUVORK5CYII=\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_9\"/>\r\n",
       "   <g id=\"matplotlib.axis_10\"/>\r\n",
       "   <g id=\"patch_23\">\r\n",
       "    <path d=\"M 192.286441 47.554237 \r\n",
       "L 192.286441 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_24\">\r\n",
       "    <path d=\"M 229.140678 47.554237 \r\n",
       "L 229.140678 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_25\">\r\n",
       "    <path d=\"M 192.286441 47.554237 \r\n",
       "L 229.140678 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_26\">\r\n",
       "    <path d=\"M 192.286441 10.7 \r\n",
       "L 229.140678 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_6\">\r\n",
       "   <g id=\"patch_27\">\r\n",
       "    <path d=\"M 237.683051 47.554237 \r\n",
       "L 274.537288 47.554237 \r\n",
       "L 274.537288 10.7 \r\n",
       "L 237.683051 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p37483faa71)\">\r\n",
       "    <image height=\"37\" id=\"imagefdc9dfbf54\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_11\"/>\r\n",
       "   <g id=\"matplotlib.axis_12\"/>\r\n",
       "   <g id=\"patch_28\">\r\n",
       "    <path d=\"M 237.683051 47.554237 \r\n",
       "L 237.683051 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_29\">\r\n",
       "    <path d=\"M 274.537288 47.554237 \r\n",
       "L 274.537288 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_30\">\r\n",
       "    <path d=\"M 237.683051 47.554237 \r\n",
       "L 274.537288 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_31\">\r\n",
       "    <path d=\"M 237.683051 10.7 \r\n",
       "L 274.537288 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_7\">\r\n",
       "   <g id=\"patch_32\">\r\n",
       "    <path d=\"M 283.079661 47.554237 \r\n",
       "L 319.933898 47.554237 \r\n",
       "L 319.933898 10.7 \r\n",
       "L 283.079661 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p8cc96308c6)\">\r\n",
       "    <image height=\"37\" id=\"image297e673698\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_13\"/>\r\n",
       "   <g id=\"matplotlib.axis_14\"/>\r\n",
       "   <g id=\"patch_33\">\r\n",
       "    <path d=\"M 283.079661 47.554237 \r\n",
       "L 283.079661 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_34\">\r\n",
       "    <path d=\"M 319.933898 47.554237 \r\n",
       "L 319.933898 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_35\">\r\n",
       "    <path d=\"M 283.079661 47.554237 \r\n",
       "L 319.933898 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_36\">\r\n",
       "    <path d=\"M 283.079661 10.7 \r\n",
       "L 319.933898 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_8\">\r\n",
       "   <g id=\"patch_37\">\r\n",
       "    <path d=\"M 328.476271 47.554237 \r\n",
       "L 365.330508 47.554237 \r\n",
       "L 365.330508 10.7 \r\n",
       "L 328.476271 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pae8a9f1c5b)\">\r\n",
       "    <image height=\"37\" id=\"imagec4554e2518\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_15\"/>\r\n",
       "   <g id=\"matplotlib.axis_16\"/>\r\n",
       "   <g id=\"patch_38\">\r\n",
       "    <path d=\"M 328.476271 47.554237 \r\n",
       "L 328.476271 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_39\">\r\n",
       "    <path d=\"M 365.330508 47.554237 \r\n",
       "L 365.330508 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_40\">\r\n",
       "    <path d=\"M 328.476271 47.554237 \r\n",
       "L 365.330508 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_41\">\r\n",
       "    <path d=\"M 328.476271 10.7 \r\n",
       "L 365.330508 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_9\">\r\n",
       "   <g id=\"patch_42\">\r\n",
       "    <path d=\"M 373.872881 47.554237 \r\n",
       "L 410.727119 47.554237 \r\n",
       "L 410.727119 10.7 \r\n",
       "L 373.872881 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pfaa49e24bc)\">\r\n",
       "    <image height=\"37\" id=\"image6f240e1a11\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_17\"/>\r\n",
       "   <g id=\"matplotlib.axis_18\"/>\r\n",
       "   <g id=\"patch_43\">\r\n",
       "    <path d=\"M 373.872881 47.554237 \r\n",
       "L 373.872881 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_44\">\r\n",
       "    <path d=\"M 410.727119 47.554237 \r\n",
       "L 410.727119 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_45\">\r\n",
       "    <path d=\"M 373.872881 47.554237 \r\n",
       "L 410.727119 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_46\">\r\n",
       "    <path d=\"M 373.872881 10.7 \r\n",
       "L 410.727119 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_10\">\r\n",
       "   <g id=\"patch_47\">\r\n",
       "    <path d=\"M 419.269492 47.554237 \r\n",
       "L 456.123729 47.554237 \r\n",
       "L 456.123729 10.7 \r\n",
       "L 419.269492 10.7 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pfc4c8a60d9)\">\r\n",
       "    <image height=\"37\" id=\"imagefae7d10de6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-10.554237\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_19\"/>\r\n",
       "   <g id=\"matplotlib.axis_20\"/>\r\n",
       "   <g id=\"patch_48\">\r\n",
       "    <path d=\"M 419.269492 47.554237 \r\n",
       "L 419.269492 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_49\">\r\n",
       "    <path d=\"M 456.123729 47.554237 \r\n",
       "L 456.123729 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_50\">\r\n",
       "    <path d=\"M 419.269492 47.554237 \r\n",
       "L 456.123729 47.554237 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_51\">\r\n",
       "    <path d=\"M 419.269492 10.7 \r\n",
       "L 456.123729 10.7 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_11\">\r\n",
       "   <g id=\"patch_52\">\r\n",
       "    <path d=\"M 10.7 91.779322 \r\n",
       "L 47.554237 91.779322 \r\n",
       "L 47.554237 54.925085 \r\n",
       "L 10.7 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pa189c22295)\">\r\n",
       "    <image height=\"37\" id=\"imagefda9143296\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_21\"/>\r\n",
       "   <g id=\"matplotlib.axis_22\"/>\r\n",
       "   <g id=\"patch_53\">\r\n",
       "    <path d=\"M 10.7 91.779322 \r\n",
       "L 10.7 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_54\">\r\n",
       "    <path d=\"M 47.554237 91.779322 \r\n",
       "L 47.554237 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_55\">\r\n",
       "    <path d=\"M 10.7 91.779322 \r\n",
       "L 47.554237 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_56\">\r\n",
       "    <path d=\"M 10.7 54.925085 \r\n",
       "L 47.554237 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_12\">\r\n",
       "   <g id=\"patch_57\">\r\n",
       "    <path d=\"M 56.09661 91.779322 \r\n",
       "L 92.950847 91.779322 \r\n",
       "L 92.950847 54.925085 \r\n",
       "L 56.09661 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p4c938c9d1c)\">\r\n",
       "    <image height=\"37\" id=\"image2a25bf314f\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_23\"/>\r\n",
       "   <g id=\"matplotlib.axis_24\"/>\r\n",
       "   <g id=\"patch_58\">\r\n",
       "    <path d=\"M 56.09661 91.779322 \r\n",
       "L 56.09661 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_59\">\r\n",
       "    <path d=\"M 92.950847 91.779322 \r\n",
       "L 92.950847 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_60\">\r\n",
       "    <path d=\"M 56.09661 91.779322 \r\n",
       "L 92.950847 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_61\">\r\n",
       "    <path d=\"M 56.09661 54.925085 \r\n",
       "L 92.950847 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_13\">\r\n",
       "   <g id=\"patch_62\">\r\n",
       "    <path d=\"M 101.49322 91.779322 \r\n",
       "L 138.347458 91.779322 \r\n",
       "L 138.347458 54.925085 \r\n",
       "L 101.49322 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb743265642)\">\r\n",
       "    <image height=\"37\" id=\"image9fd397ff73\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_25\"/>\r\n",
       "   <g id=\"matplotlib.axis_26\"/>\r\n",
       "   <g id=\"patch_63\">\r\n",
       "    <path d=\"M 101.49322 91.779322 \r\n",
       "L 101.49322 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_64\">\r\n",
       "    <path d=\"M 138.347458 91.779322 \r\n",
       "L 138.347458 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_65\">\r\n",
       "    <path d=\"M 101.49322 91.779322 \r\n",
       "L 138.347458 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_66\">\r\n",
       "    <path d=\"M 101.49322 54.925085 \r\n",
       "L 138.347458 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_14\">\r\n",
       "   <g id=\"patch_67\">\r\n",
       "    <path d=\"M 146.889831 91.779322 \r\n",
       "L 183.744068 91.779322 \r\n",
       "L 183.744068 54.925085 \r\n",
       "L 146.889831 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pcfd15b307b)\">\r\n",
       "    <image height=\"37\" id=\"image0e54606785\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_27\"/>\r\n",
       "   <g id=\"matplotlib.axis_28\"/>\r\n",
       "   <g id=\"patch_68\">\r\n",
       "    <path d=\"M 146.889831 91.779322 \r\n",
       "L 146.889831 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_69\">\r\n",
       "    <path d=\"M 183.744068 91.779322 \r\n",
       "L 183.744068 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_70\">\r\n",
       "    <path d=\"M 146.889831 91.779322 \r\n",
       "L 183.744068 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_71\">\r\n",
       "    <path d=\"M 146.889831 54.925085 \r\n",
       "L 183.744068 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_15\">\r\n",
       "   <g id=\"patch_72\">\r\n",
       "    <path d=\"M 192.286441 91.779322 \r\n",
       "L 229.140678 91.779322 \r\n",
       "L 229.140678 54.925085 \r\n",
       "L 192.286441 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p55c5394243)\">\r\n",
       "    <image height=\"37\" id=\"imageaf5e2eb1a9\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_29\"/>\r\n",
       "   <g id=\"matplotlib.axis_30\"/>\r\n",
       "   <g id=\"patch_73\">\r\n",
       "    <path d=\"M 192.286441 91.779322 \r\n",
       "L 192.286441 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_74\">\r\n",
       "    <path d=\"M 229.140678 91.779322 \r\n",
       "L 229.140678 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_75\">\r\n",
       "    <path d=\"M 192.286441 91.779322 \r\n",
       "L 229.140678 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_76\">\r\n",
       "    <path d=\"M 192.286441 54.925085 \r\n",
       "L 229.140678 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_16\">\r\n",
       "   <g id=\"patch_77\">\r\n",
       "    <path d=\"M 237.683051 91.779322 \r\n",
       "L 274.537288 91.779322 \r\n",
       "L 274.537288 54.925085 \r\n",
       "L 237.683051 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p4e667dcf8e)\">\r\n",
       "    <image height=\"37\" id=\"image6f5aa627ce\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_31\"/>\r\n",
       "   <g id=\"matplotlib.axis_32\"/>\r\n",
       "   <g id=\"patch_78\">\r\n",
       "    <path d=\"M 237.683051 91.779322 \r\n",
       "L 237.683051 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_79\">\r\n",
       "    <path d=\"M 274.537288 91.779322 \r\n",
       "L 274.537288 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_80\">\r\n",
       "    <path d=\"M 237.683051 91.779322 \r\n",
       "L 274.537288 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_81\">\r\n",
       "    <path d=\"M 237.683051 54.925085 \r\n",
       "L 274.537288 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_17\">\r\n",
       "   <g id=\"patch_82\">\r\n",
       "    <path d=\"M 283.079661 91.779322 \r\n",
       "L 319.933898 91.779322 \r\n",
       "L 319.933898 54.925085 \r\n",
       "L 283.079661 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pa1eb98a8eb)\">\r\n",
       "    <image height=\"37\" id=\"image1379d6ca71\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_33\"/>\r\n",
       "   <g id=\"matplotlib.axis_34\"/>\r\n",
       "   <g id=\"patch_83\">\r\n",
       "    <path d=\"M 283.079661 91.779322 \r\n",
       "L 283.079661 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_84\">\r\n",
       "    <path d=\"M 319.933898 91.779322 \r\n",
       "L 319.933898 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_85\">\r\n",
       "    <path d=\"M 283.079661 91.779322 \r\n",
       "L 319.933898 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_86\">\r\n",
       "    <path d=\"M 283.079661 54.925085 \r\n",
       "L 319.933898 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_18\">\r\n",
       "   <g id=\"patch_87\">\r\n",
       "    <path d=\"M 328.476271 91.779322 \r\n",
       "L 365.330508 91.779322 \r\n",
       "L 365.330508 54.925085 \r\n",
       "L 328.476271 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p142e1e947d)\">\r\n",
       "    <image height=\"37\" id=\"imaged295a51fd6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_35\"/>\r\n",
       "   <g id=\"matplotlib.axis_36\"/>\r\n",
       "   <g id=\"patch_88\">\r\n",
       "    <path d=\"M 328.476271 91.779322 \r\n",
       "L 328.476271 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_89\">\r\n",
       "    <path d=\"M 365.330508 91.779322 \r\n",
       "L 365.330508 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_90\">\r\n",
       "    <path d=\"M 328.476271 91.779322 \r\n",
       "L 365.330508 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_91\">\r\n",
       "    <path d=\"M 328.476271 54.925085 \r\n",
       "L 365.330508 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_19\">\r\n",
       "   <g id=\"patch_92\">\r\n",
       "    <path d=\"M 373.872881 91.779322 \r\n",
       "L 410.727119 91.779322 \r\n",
       "L 410.727119 54.925085 \r\n",
       "L 373.872881 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p05b2527fbf)\">\r\n",
       "    <image height=\"37\" id=\"image0cdab5d81a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_37\"/>\r\n",
       "   <g id=\"matplotlib.axis_38\"/>\r\n",
       "   <g id=\"patch_93\">\r\n",
       "    <path d=\"M 373.872881 91.779322 \r\n",
       "L 373.872881 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_94\">\r\n",
       "    <path d=\"M 410.727119 91.779322 \r\n",
       "L 410.727119 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_95\">\r\n",
       "    <path d=\"M 373.872881 91.779322 \r\n",
       "L 410.727119 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_96\">\r\n",
       "    <path d=\"M 373.872881 54.925085 \r\n",
       "L 410.727119 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_20\">\r\n",
       "   <g id=\"patch_97\">\r\n",
       "    <path d=\"M 419.269492 91.779322 \r\n",
       "L 456.123729 91.779322 \r\n",
       "L 456.123729 54.925085 \r\n",
       "L 419.269492 54.925085 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb50d9ef6e8)\">\r\n",
       "    <image height=\"37\" id=\"imaged3f27d3fe0\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-54.779322\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_39\"/>\r\n",
       "   <g id=\"matplotlib.axis_40\"/>\r\n",
       "   <g id=\"patch_98\">\r\n",
       "    <path d=\"M 419.269492 91.779322 \r\n",
       "L 419.269492 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_99\">\r\n",
       "    <path d=\"M 456.123729 91.779322 \r\n",
       "L 456.123729 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_100\">\r\n",
       "    <path d=\"M 419.269492 91.779322 \r\n",
       "L 456.123729 91.779322 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_101\">\r\n",
       "    <path d=\"M 419.269492 54.925085 \r\n",
       "L 456.123729 54.925085 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_21\">\r\n",
       "   <g id=\"patch_102\">\r\n",
       "    <path d=\"M 10.7 136.004407 \r\n",
       "L 47.554237 136.004407 \r\n",
       "L 47.554237 99.150169 \r\n",
       "L 10.7 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbce211bdb1)\">\r\n",
       "    <image height=\"37\" id=\"imagefefb2109e7\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_41\"/>\r\n",
       "   <g id=\"matplotlib.axis_42\"/>\r\n",
       "   <g id=\"patch_103\">\r\n",
       "    <path d=\"M 10.7 136.004407 \r\n",
       "L 10.7 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_104\">\r\n",
       "    <path d=\"M 47.554237 136.004407 \r\n",
       "L 47.554237 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_105\">\r\n",
       "    <path d=\"M 10.7 136.004407 \r\n",
       "L 47.554237 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_106\">\r\n",
       "    <path d=\"M 10.7 99.150169 \r\n",
       "L 47.554237 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_22\">\r\n",
       "   <g id=\"patch_107\">\r\n",
       "    <path d=\"M 56.09661 136.004407 \r\n",
       "L 92.950847 136.004407 \r\n",
       "L 92.950847 99.150169 \r\n",
       "L 56.09661 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p594a547678)\">\r\n",
       "    <image height=\"37\" id=\"image82efacc804\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_43\"/>\r\n",
       "   <g id=\"matplotlib.axis_44\"/>\r\n",
       "   <g id=\"patch_108\">\r\n",
       "    <path d=\"M 56.09661 136.004407 \r\n",
       "L 56.09661 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_109\">\r\n",
       "    <path d=\"M 92.950847 136.004407 \r\n",
       "L 92.950847 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_110\">\r\n",
       "    <path d=\"M 56.09661 136.004407 \r\n",
       "L 92.950847 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_111\">\r\n",
       "    <path d=\"M 56.09661 99.150169 \r\n",
       "L 92.950847 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_23\">\r\n",
       "   <g id=\"patch_112\">\r\n",
       "    <path d=\"M 101.49322 136.004407 \r\n",
       "L 138.347458 136.004407 \r\n",
       "L 138.347458 99.150169 \r\n",
       "L 101.49322 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p6373aac006)\">\r\n",
       "    <image height=\"37\" id=\"image4b9bda4550\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_45\"/>\r\n",
       "   <g id=\"matplotlib.axis_46\"/>\r\n",
       "   <g id=\"patch_113\">\r\n",
       "    <path d=\"M 101.49322 136.004407 \r\n",
       "L 101.49322 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_114\">\r\n",
       "    <path d=\"M 138.347458 136.004407 \r\n",
       "L 138.347458 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_115\">\r\n",
       "    <path d=\"M 101.49322 136.004407 \r\n",
       "L 138.347458 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_116\">\r\n",
       "    <path d=\"M 101.49322 99.150169 \r\n",
       "L 138.347458 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_24\">\r\n",
       "   <g id=\"patch_117\">\r\n",
       "    <path d=\"M 146.889831 136.004407 \r\n",
       "L 183.744068 136.004407 \r\n",
       "L 183.744068 99.150169 \r\n",
       "L 146.889831 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p112d841d3e)\">\r\n",
       "    <image height=\"37\" id=\"image4add1ac1f5\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_47\"/>\r\n",
       "   <g id=\"matplotlib.axis_48\"/>\r\n",
       "   <g id=\"patch_118\">\r\n",
       "    <path d=\"M 146.889831 136.004407 \r\n",
       "L 146.889831 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_119\">\r\n",
       "    <path d=\"M 183.744068 136.004407 \r\n",
       "L 183.744068 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_120\">\r\n",
       "    <path d=\"M 146.889831 136.004407 \r\n",
       "L 183.744068 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_121\">\r\n",
       "    <path d=\"M 146.889831 99.150169 \r\n",
       "L 183.744068 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_25\">\r\n",
       "   <g id=\"patch_122\">\r\n",
       "    <path d=\"M 192.286441 136.004407 \r\n",
       "L 229.140678 136.004407 \r\n",
       "L 229.140678 99.150169 \r\n",
       "L 192.286441 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc52af81ba0)\">\r\n",
       "    <image height=\"37\" id=\"image45d0cb784f\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_49\"/>\r\n",
       "   <g id=\"matplotlib.axis_50\"/>\r\n",
       "   <g id=\"patch_123\">\r\n",
       "    <path d=\"M 192.286441 136.004407 \r\n",
       "L 192.286441 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_124\">\r\n",
       "    <path d=\"M 229.140678 136.004407 \r\n",
       "L 229.140678 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_125\">\r\n",
       "    <path d=\"M 192.286441 136.004407 \r\n",
       "L 229.140678 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_126\">\r\n",
       "    <path d=\"M 192.286441 99.150169 \r\n",
       "L 229.140678 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_26\">\r\n",
       "   <g id=\"patch_127\">\r\n",
       "    <path d=\"M 237.683051 136.004407 \r\n",
       "L 274.537288 136.004407 \r\n",
       "L 274.537288 99.150169 \r\n",
       "L 237.683051 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p87df0cd23d)\">\r\n",
       "    <image height=\"37\" id=\"image733eee6c1e\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_51\"/>\r\n",
       "   <g id=\"matplotlib.axis_52\"/>\r\n",
       "   <g id=\"patch_128\">\r\n",
       "    <path d=\"M 237.683051 136.004407 \r\n",
       "L 237.683051 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_129\">\r\n",
       "    <path d=\"M 274.537288 136.004407 \r\n",
       "L 274.537288 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_130\">\r\n",
       "    <path d=\"M 237.683051 136.004407 \r\n",
       "L 274.537288 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_131\">\r\n",
       "    <path d=\"M 237.683051 99.150169 \r\n",
       "L 274.537288 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_27\">\r\n",
       "   <g id=\"patch_132\">\r\n",
       "    <path d=\"M 283.079661 136.004407 \r\n",
       "L 319.933898 136.004407 \r\n",
       "L 319.933898 99.150169 \r\n",
       "L 283.079661 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb138146b7f)\">\r\n",
       "    <image height=\"37\" id=\"imagedf64aaaeae\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_53\"/>\r\n",
       "   <g id=\"matplotlib.axis_54\"/>\r\n",
       "   <g id=\"patch_133\">\r\n",
       "    <path d=\"M 283.079661 136.004407 \r\n",
       "L 283.079661 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_134\">\r\n",
       "    <path d=\"M 319.933898 136.004407 \r\n",
       "L 319.933898 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_135\">\r\n",
       "    <path d=\"M 283.079661 136.004407 \r\n",
       "L 319.933898 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_136\">\r\n",
       "    <path d=\"M 283.079661 99.150169 \r\n",
       "L 319.933898 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_28\">\r\n",
       "   <g id=\"patch_137\">\r\n",
       "    <path d=\"M 328.476271 136.004407 \r\n",
       "L 365.330508 136.004407 \r\n",
       "L 365.330508 99.150169 \r\n",
       "L 328.476271 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p85c9625f2e)\">\r\n",
       "    <image height=\"37\" id=\"imagecf424988bc\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAoxJREFUWIXt100rtG0cBvDfZZ5JSlJYSZG3fAHJgqWyk7KwUkopsfYF+AYWdmJppSzYKJ9AyXhLWSClZEHjZcbcC895Xbe5zf3M3aOe8eTYXNPVnP/zOI/z+L9cUTabLagwVP3XBD7CN6ly8U2qXPz12QGrqt7OGUUReH19BYVC+Un+r0iFjdPpdPz7+voa3N3dgY6ODpBKpcDLy8s/kvz/XF9QJZw+k8nY398Hy8vL4OrqCoyPj4PR0VEkyv0OFalUVKrNRFEUKxGUKX5ubm6Cubk5FxcXSIwd/hOM39PTA9bX10FbW5vn5+cPSX0NpX72y9HREVhbWwNdXV3g8PAQbG1tgYmJiViJkFUnJydgcXER3NzcgKGhITA/P6+/vx/kcrl3pCpSqTj7iv2ys7NjZmYGnJ6egurqavD4+AhGRkbA1NSU2tpaJJ4KijQ0NIClpSWwvb0d77O6ugrq6upAPp/HV1EqsN3Y2HB+fg66u7vB5eUlEqUCcrlcXKnD+hAv1KmgYCaTAbu7u7HP6uvr3639Gko9PDyAs7Mz6XQazM7Ogr29PSS+GBsbAzU1NbESASELw3NwcBBv9QkODg5+WVOS1P39PTg+Po7fNTY2goWFBbyVAOjt7UXSZD9CuJKmpiYkpo6iKI5fjMq+viBlUGVgYMDKygp4enpCkt59fX3v3peD4rmqUCiUHF8qW6nAOpi7s7NTa2sraGlpQdIOittCOQiN+Wd1vqanwgnCiSYnJw0PDyNpxCGT/gQhXhhtstksmJ6e1tzc/GHcilSq5JCXSqX+aNgvucHfvrm9vUXSqtrb2+Mm/rWV+vSNij428vl8SeU//WO0FAKBcspJRV7fN6ly8U2qXPwAcwEYFpioe/EAAAAASUVORK5CYII=\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_55\"/>\r\n",
       "   <g id=\"matplotlib.axis_56\"/>\r\n",
       "   <g id=\"patch_138\">\r\n",
       "    <path d=\"M 328.476271 136.004407 \r\n",
       "L 328.476271 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_139\">\r\n",
       "    <path d=\"M 365.330508 136.004407 \r\n",
       "L 365.330508 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_140\">\r\n",
       "    <path d=\"M 328.476271 136.004407 \r\n",
       "L 365.330508 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_141\">\r\n",
       "    <path d=\"M 328.476271 99.150169 \r\n",
       "L 365.330508 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_29\">\r\n",
       "   <g id=\"patch_142\">\r\n",
       "    <path d=\"M 373.872881 136.004407 \r\n",
       "L 410.727119 136.004407 \r\n",
       "L 410.727119 99.150169 \r\n",
       "L 373.872881 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p359c970ebf)\">\r\n",
       "    <image height=\"37\" id=\"imageca2207bebf\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_57\"/>\r\n",
       "   <g id=\"matplotlib.axis_58\"/>\r\n",
       "   <g id=\"patch_143\">\r\n",
       "    <path d=\"M 373.872881 136.004407 \r\n",
       "L 373.872881 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_144\">\r\n",
       "    <path d=\"M 410.727119 136.004407 \r\n",
       "L 410.727119 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_145\">\r\n",
       "    <path d=\"M 373.872881 136.004407 \r\n",
       "L 410.727119 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_146\">\r\n",
       "    <path d=\"M 373.872881 99.150169 \r\n",
       "L 410.727119 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_30\">\r\n",
       "   <g id=\"patch_147\">\r\n",
       "    <path d=\"M 419.269492 136.004407 \r\n",
       "L 456.123729 136.004407 \r\n",
       "L 456.123729 99.150169 \r\n",
       "L 419.269492 99.150169 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p1122a6bf03)\">\r\n",
       "    <image height=\"37\" id=\"imagea7df93d69a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-99.004407\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_59\"/>\r\n",
       "   <g id=\"matplotlib.axis_60\"/>\r\n",
       "   <g id=\"patch_148\">\r\n",
       "    <path d=\"M 419.269492 136.004407 \r\n",
       "L 419.269492 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_149\">\r\n",
       "    <path d=\"M 456.123729 136.004407 \r\n",
       "L 456.123729 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_150\">\r\n",
       "    <path d=\"M 419.269492 136.004407 \r\n",
       "L 456.123729 136.004407 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_151\">\r\n",
       "    <path d=\"M 419.269492 99.150169 \r\n",
       "L 456.123729 99.150169 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_31\">\r\n",
       "   <g id=\"patch_152\">\r\n",
       "    <path d=\"M 10.7 180.229492 \r\n",
       "L 47.554237 180.229492 \r\n",
       "L 47.554237 143.375254 \r\n",
       "L 10.7 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p4b03f019cd)\">\r\n",
       "    <image height=\"37\" id=\"image4e8a15a957\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_61\"/>\r\n",
       "   <g id=\"matplotlib.axis_62\"/>\r\n",
       "   <g id=\"patch_153\">\r\n",
       "    <path d=\"M 10.7 180.229492 \r\n",
       "L 10.7 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_154\">\r\n",
       "    <path d=\"M 47.554237 180.229492 \r\n",
       "L 47.554237 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_155\">\r\n",
       "    <path d=\"M 10.7 180.229492 \r\n",
       "L 47.554237 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_156\">\r\n",
       "    <path d=\"M 10.7 143.375254 \r\n",
       "L 47.554237 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_32\">\r\n",
       "   <g id=\"patch_157\">\r\n",
       "    <path d=\"M 56.09661 180.229492 \r\n",
       "L 92.950847 180.229492 \r\n",
       "L 92.950847 143.375254 \r\n",
       "L 56.09661 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p946eaeb3ca)\">\r\n",
       "    <image height=\"37\" id=\"image27cacf04a1\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_63\"/>\r\n",
       "   <g id=\"matplotlib.axis_64\"/>\r\n",
       "   <g id=\"patch_158\">\r\n",
       "    <path d=\"M 56.09661 180.229492 \r\n",
       "L 56.09661 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_159\">\r\n",
       "    <path d=\"M 92.950847 180.229492 \r\n",
       "L 92.950847 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_160\">\r\n",
       "    <path d=\"M 56.09661 180.229492 \r\n",
       "L 92.950847 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_161\">\r\n",
       "    <path d=\"M 56.09661 143.375254 \r\n",
       "L 92.950847 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_33\">\r\n",
       "   <g id=\"patch_162\">\r\n",
       "    <path d=\"M 101.49322 180.229492 \r\n",
       "L 138.347458 180.229492 \r\n",
       "L 138.347458 143.375254 \r\n",
       "L 101.49322 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p679019bda8)\">\r\n",
       "    <image height=\"37\" id=\"imageb52bb7488d\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_65\"/>\r\n",
       "   <g id=\"matplotlib.axis_66\"/>\r\n",
       "   <g id=\"patch_163\">\r\n",
       "    <path d=\"M 101.49322 180.229492 \r\n",
       "L 101.49322 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_164\">\r\n",
       "    <path d=\"M 138.347458 180.229492 \r\n",
       "L 138.347458 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_165\">\r\n",
       "    <path d=\"M 101.49322 180.229492 \r\n",
       "L 138.347458 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_166\">\r\n",
       "    <path d=\"M 101.49322 143.375254 \r\n",
       "L 138.347458 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_34\">\r\n",
       "   <g id=\"patch_167\">\r\n",
       "    <path d=\"M 146.889831 180.229492 \r\n",
       "L 183.744068 180.229492 \r\n",
       "L 183.744068 143.375254 \r\n",
       "L 146.889831 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbea5bf71dd)\">\r\n",
       "    <image height=\"37\" id=\"image346f3a6f42\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_67\"/>\r\n",
       "   <g id=\"matplotlib.axis_68\"/>\r\n",
       "   <g id=\"patch_168\">\r\n",
       "    <path d=\"M 146.889831 180.229492 \r\n",
       "L 146.889831 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_169\">\r\n",
       "    <path d=\"M 183.744068 180.229492 \r\n",
       "L 183.744068 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_170\">\r\n",
       "    <path d=\"M 146.889831 180.229492 \r\n",
       "L 183.744068 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_171\">\r\n",
       "    <path d=\"M 146.889831 143.375254 \r\n",
       "L 183.744068 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_35\">\r\n",
       "   <g id=\"patch_172\">\r\n",
       "    <path d=\"M 192.286441 180.229492 \r\n",
       "L 229.140678 180.229492 \r\n",
       "L 229.140678 143.375254 \r\n",
       "L 192.286441 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdb0d7a3e56)\">\r\n",
       "    <image height=\"37\" id=\"image000f6c35c3\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAA1pJREFUWIXt2D9IlXscx/HXyQrLEFFRBxNSGxwkhLP4h0Bnp3BwcRCkCCGI1sBIxCFCaBBDREEQXBzccnB0cBCLhpwcDJWCiNIyrbyDfM9zj3+6XW6X64n7WR7Ow/Pn+7x/n9/n9/2d1NbW1r5TpjP/dQHH6eyveEgqlZKXl5d17vv37+DMmYPv/vbtG9jf/+uB+f1IpVKpzHF0dBQ8ffoUnD9/HjQ3N4MHDx6ACxcuICF5nH5fUqOjo/r7+0FXVxdoaWkBfX19oKqqCty5cwc/JvXDosKk8YAwc35+PlheXgbDw8Pu3buX9dKLFy+CL1++gCdPnoCOjg5QXl5+YmGncvhSJ4VnXl6eZ8+egdnZWVBTUwOuX78OpqenwevXr42NjSEhFFP/48ePoLOzE9y4cQPcunXL7u7usUWdSlJHPBW+WVtb8/jxY1BUVHRw8dmDy2/fvo0kECcnJxUWFiLxUKikpAQJ3efPn2fde5xyg9S5c+fAixcvvHnzBjLBWFlZCZaWlsDQ0BCYmJgwODiIhHTMrCBy+fJlsLCwALa3tzNBenjpyQ1SkU3v37/PnLt06RISCk1NTUj8cvfu3UwO9fb2IiEepBobG8HU1BTY2Nhw9epV8PXr1+wa/tk3/Ts6Qiqyo6WlJZM9m5uboLi4GHz+/BnU1taChw8f6unpAel0GrS1tWU9r7y8HOzt7YGVlRV1dXXIVVKhvb29jIcin0KxEIdfamtrVVdXg8XFRSSkQuHVd+/egfX19SON4YlFRQErKytevXoFmWN9fT2SgPz06RMYGBjw8uVLJEG7tbWFZPGOewoKCkBFRcWJAZobwxdGTKfTGhoawP3790FpaSlobW0Fb9++BfPz81ZXV8G1a9eQmDeGLYI4Fuji4uLcal2OkIpxLisrMzIyArq7u7OO0ai1t7fjoKWJhfbwLiY8+uHDByShWlhYeOLO5lSSOrHJI1lW1tfXIdP0jY+PI7v9iNkWRMJ34cfY5URkzMzMZGbqYW/lHqlQ+CJCc2dnBwnBnZ0dV65cQdLWPHr0KOt3KMjdvHkzM9MPK3dJHbnpTzvjUMykoLq9vQ3m5uaQJHl47ZcX9TOKgmOZiaJj6H+kUzl8v+SvoOMUZKL3+js6laT+L+pn9QfVcWCyBsrzogAAAABJRU5ErkJggg==\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_69\"/>\r\n",
       "   <g id=\"matplotlib.axis_70\"/>\r\n",
       "   <g id=\"patch_173\">\r\n",
       "    <path d=\"M 192.286441 180.229492 \r\n",
       "L 192.286441 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_174\">\r\n",
       "    <path d=\"M 229.140678 180.229492 \r\n",
       "L 229.140678 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_175\">\r\n",
       "    <path d=\"M 192.286441 180.229492 \r\n",
       "L 229.140678 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_176\">\r\n",
       "    <path d=\"M 192.286441 143.375254 \r\n",
       "L 229.140678 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_36\">\r\n",
       "   <g id=\"patch_177\">\r\n",
       "    <path d=\"M 237.683051 180.229492 \r\n",
       "L 274.537288 180.229492 \r\n",
       "L 274.537288 143.375254 \r\n",
       "L 237.683051 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pd30a412ce4)\">\r\n",
       "    <image height=\"37\" id=\"image070260bb49\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_71\"/>\r\n",
       "   <g id=\"matplotlib.axis_72\"/>\r\n",
       "   <g id=\"patch_178\">\r\n",
       "    <path d=\"M 237.683051 180.229492 \r\n",
       "L 237.683051 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_179\">\r\n",
       "    <path d=\"M 274.537288 180.229492 \r\n",
       "L 274.537288 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_180\">\r\n",
       "    <path d=\"M 237.683051 180.229492 \r\n",
       "L 274.537288 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_181\">\r\n",
       "    <path d=\"M 237.683051 143.375254 \r\n",
       "L 274.537288 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_37\">\r\n",
       "   <g id=\"patch_182\">\r\n",
       "    <path d=\"M 283.079661 180.229492 \r\n",
       "L 319.933898 180.229492 \r\n",
       "L 319.933898 143.375254 \r\n",
       "L 283.079661 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p111e690767)\">\r\n",
       "    <image height=\"37\" id=\"imageebac493d00\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_73\"/>\r\n",
       "   <g id=\"matplotlib.axis_74\"/>\r\n",
       "   <g id=\"patch_183\">\r\n",
       "    <path d=\"M 283.079661 180.229492 \r\n",
       "L 283.079661 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_184\">\r\n",
       "    <path d=\"M 319.933898 180.229492 \r\n",
       "L 319.933898 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_185\">\r\n",
       "    <path d=\"M 283.079661 180.229492 \r\n",
       "L 319.933898 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_186\">\r\n",
       "    <path d=\"M 283.079661 143.375254 \r\n",
       "L 319.933898 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_38\">\r\n",
       "   <g id=\"patch_187\">\r\n",
       "    <path d=\"M 328.476271 180.229492 \r\n",
       "L 365.330508 180.229492 \r\n",
       "L 365.330508 143.375254 \r\n",
       "L 328.476271 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p37ec24d0de)\">\r\n",
       "    <image height=\"37\" id=\"image2706c4df7c\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_75\"/>\r\n",
       "   <g id=\"matplotlib.axis_76\"/>\r\n",
       "   <g id=\"patch_188\">\r\n",
       "    <path d=\"M 328.476271 180.229492 \r\n",
       "L 328.476271 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_189\">\r\n",
       "    <path d=\"M 365.330508 180.229492 \r\n",
       "L 365.330508 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_190\">\r\n",
       "    <path d=\"M 328.476271 180.229492 \r\n",
       "L 365.330508 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_191\">\r\n",
       "    <path d=\"M 328.476271 143.375254 \r\n",
       "L 365.330508 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_39\">\r\n",
       "   <g id=\"patch_192\">\r\n",
       "    <path d=\"M 373.872881 180.229492 \r\n",
       "L 410.727119 180.229492 \r\n",
       "L 410.727119 143.375254 \r\n",
       "L 373.872881 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p8518ec695f)\">\r\n",
       "    <image height=\"37\" id=\"imagea15df1ed63\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_77\"/>\r\n",
       "   <g id=\"matplotlib.axis_78\"/>\r\n",
       "   <g id=\"patch_193\">\r\n",
       "    <path d=\"M 373.872881 180.229492 \r\n",
       "L 373.872881 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_194\">\r\n",
       "    <path d=\"M 410.727119 180.229492 \r\n",
       "L 410.727119 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_195\">\r\n",
       "    <path d=\"M 373.872881 180.229492 \r\n",
       "L 410.727119 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_196\">\r\n",
       "    <path d=\"M 373.872881 143.375254 \r\n",
       "L 410.727119 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_40\">\r\n",
       "   <g id=\"patch_197\">\r\n",
       "    <path d=\"M 419.269492 180.229492 \r\n",
       "L 456.123729 180.229492 \r\n",
       "L 456.123729 143.375254 \r\n",
       "L 419.269492 143.375254 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p613f43fd4f)\">\r\n",
       "    <image height=\"37\" id=\"imagefc8b6b3ad1\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAw5JREFUWIXt180rpl8YB/CPBzNGlKKksFIsWEjJQllZKSkvKzspNjZmofwBymIWUxOFspSikbBBYTuzQopoSjNNk5dJRBhmofM884yXEb9fMc13c99139c51/le3+vlJBwdHV16JCKRiEgkAs7Pzx+7nMijV/gfkPQY4+TkZPD582d7e3uguLg47p+HMPf8mUpISICofiYmJkBvb6/v37+DwsJC0NnZCaqqqsDJyQm4vPyzhP8epoJO5ubmwMePH6P62tzcBBsbG6CrqwvU1dWBlJQUcHFx8d84FRBC8Gs4a2pqwKtXr8DY2Bjo6OiIc6K5ufmPTj3/8AWGgtAzMjKi3w4ODkB3dzeuQgpbW1tgYGAA1NfXgxcvXtwq+r+HqSDW0tJSkJ6ebnV1Fezu7oLKykrw6dMnsL29DZaXl0F5efmthfV5MBUy6q4iFzKnoKAAZGdnR7UzODiImN6Skq62ODw8BOvr66CiouLW9Z82U78XxpcvX/rx4weus3Z2dgaKiopAa2trNOtmZmai9pCYmBi3xs7OTtx+N+FpMhVONDo6CoaHh0FDQ4PGxkaQlpYGTk9Pcb1etba2WllZAePj4+Do6Aix8SbYhvYTbG/C02QqxDw00sXFxehzbW0NtLe3g7y8PMSyLzyTk5O9ffsWlJSUgL6+PvD169e4DYMe70LC8fHxJezv7yOW0m/evInOQNXV1eDdu3cgJycH8VNlCEc45OvXr0F/fz/IzMwEIyMjeI7FM4QgnCRMjGdnZ3p6esD8/DxiY0dLSwuora3FlfADQwsLC2Bqaipuo/z8fMTCG8rNTXiaTIWXEN/QFjo6OqKpPzQ0BJaWlhBrqpOTk7gSerD/8OED+PLlS/QbtLW1gdTUVNwt+CfJVMJtN+Rfi9vs7CyYnp5GbNT99u3bNbvAdG5uLmhqakJsLM7KysIz1NStTBFrmuH0IVPfv3+PWGs6Pz+P6i9oKGRxWVlZnO2zvffdydS1n39jLrByE0IDvm38uQsPmtFDOt+njz0ETzJ8/5y6L/45dV/8BC+LWFK0RVKZAAAAAElFTkSuQmCC\" y=\"-143.229492\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_79\"/>\r\n",
       "   <g id=\"matplotlib.axis_80\"/>\r\n",
       "   <g id=\"patch_198\">\r\n",
       "    <path d=\"M 419.269492 180.229492 \r\n",
       "L 419.269492 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_199\">\r\n",
       "    <path d=\"M 456.123729 180.229492 \r\n",
       "L 456.123729 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_200\">\r\n",
       "    <path d=\"M 419.269492 180.229492 \r\n",
       "L 456.123729 180.229492 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_201\">\r\n",
       "    <path d=\"M 419.269492 143.375254 \r\n",
       "L 456.123729 143.375254 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_41\">\r\n",
       "   <g id=\"patch_202\">\r\n",
       "    <path d=\"M 10.7 224.454576 \r\n",
       "L 47.554237 224.454576 \r\n",
       "L 47.554237 187.600339 \r\n",
       "L 10.7 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p3872313e01)\">\r\n",
       "    <image height=\"37\" id=\"image1a6eb017b2\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_81\"/>\r\n",
       "   <g id=\"matplotlib.axis_82\"/>\r\n",
       "   <g id=\"patch_203\">\r\n",
       "    <path d=\"M 10.7 224.454576 \r\n",
       "L 10.7 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_204\">\r\n",
       "    <path d=\"M 47.554237 224.454576 \r\n",
       "L 47.554237 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_205\">\r\n",
       "    <path d=\"M 10.7 224.454576 \r\n",
       "L 47.554237 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_206\">\r\n",
       "    <path d=\"M 10.7 187.600339 \r\n",
       "L 47.554237 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_42\">\r\n",
       "   <g id=\"patch_207\">\r\n",
       "    <path d=\"M 56.09661 224.454576 \r\n",
       "L 92.950847 224.454576 \r\n",
       "L 92.950847 187.600339 \r\n",
       "L 56.09661 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc8a1048e76)\">\r\n",
       "    <image height=\"37\" id=\"imagefe542cbf6b\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_83\"/>\r\n",
       "   <g id=\"matplotlib.axis_84\"/>\r\n",
       "   <g id=\"patch_208\">\r\n",
       "    <path d=\"M 56.09661 224.454576 \r\n",
       "L 56.09661 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_209\">\r\n",
       "    <path d=\"M 92.950847 224.454576 \r\n",
       "L 92.950847 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_210\">\r\n",
       "    <path d=\"M 56.09661 224.454576 \r\n",
       "L 92.950847 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_211\">\r\n",
       "    <path d=\"M 56.09661 187.600339 \r\n",
       "L 92.950847 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_43\">\r\n",
       "   <g id=\"patch_212\">\r\n",
       "    <path d=\"M 101.49322 224.454576 \r\n",
       "L 138.347458 224.454576 \r\n",
       "L 138.347458 187.600339 \r\n",
       "L 101.49322 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p6986e63ca9)\">\r\n",
       "    <image height=\"37\" id=\"imagefa93de6cc7\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_85\"/>\r\n",
       "   <g id=\"matplotlib.axis_86\"/>\r\n",
       "   <g id=\"patch_213\">\r\n",
       "    <path d=\"M 101.49322 224.454576 \r\n",
       "L 101.49322 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_214\">\r\n",
       "    <path d=\"M 138.347458 224.454576 \r\n",
       "L 138.347458 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_215\">\r\n",
       "    <path d=\"M 101.49322 224.454576 \r\n",
       "L 138.347458 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_216\">\r\n",
       "    <path d=\"M 101.49322 187.600339 \r\n",
       "L 138.347458 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_44\">\r\n",
       "   <g id=\"patch_217\">\r\n",
       "    <path d=\"M 146.889831 224.454576 \r\n",
       "L 183.744068 224.454576 \r\n",
       "L 183.744068 187.600339 \r\n",
       "L 146.889831 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb4c2095541)\">\r\n",
       "    <image height=\"37\" id=\"image1446d23385\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAzZJREFUWIXt2D1InFkYBeBHoxHEvyISKxUlWikEIVXAVIKCGNEiIAhaRVAUsbGJhdjaaAJ2SbCJaGUl1hrRRlCLNCKBoKiIIgr+jVu4d75d/zcJrLPsaaaY+eaee95z3/PeL+ng4ODcA0Pyv03gOqT8zENJSUng0aNHV747P78Q/uzs7KdJJb5SQaGjoyMwMTEBhoeHFRUVgf7+fvDs2TNwenqKSMH74EEqlXTb6Qu7C95JSbkQdmBgAHz48AHs7u7Gf1NQUADevXsHGhsbESkWi8UuFv5T9X9MKiy0vr4OPn36BD5+/Ag2NjZAVlaW9PR08OPHD/D06VPQ0dEBWlpaQGZm5t/IXYfEK1/YTWdnJxgdHQXJyRd7efHiBeju7o6XraurC8zOzoLS0lLw+fNnUFZWBo6Pj28klRhKBXOnpqaan58Hb968ATs7OyAjIwOMjIyA+vp6JycnYGlpCbx+/RpsbW2B6upqMDg4CPLy8m701YNU6krzDH45Pj72/v17sL29jegYNzU1gaqqKnB4eBh/Pnimp6cH9PX1genpaURea2xsTHClUlNTwdzcnK9fvyJSL3ipsrISPH78GOJ+IvJkXV0dGBoaAt+/fwdTU1OgoaHhRlKJoVSoc25urpycHESdOzs7G5FvgsfOz8+vxMblWAmfm5ubd5JKDKXCDktKStTW1oJv374hysDe3l5EPefJkydXFAkqV1RUgNXVVdwexDeSCojFYpqbm8HMzAzEjT85OYkodAcGBuKBHCbOYPj9/f07SVxGYpQvIBaLKS4uBu3t7WBlZQXR7r98+YKLUr98+RI8f/4cLCwsgMXFRUStJrSR25BYShHN4jU1NaC1tRWRwUO89PT0yM/PB21tbWB8fBzs7e2BtLQ0RI33NsM/SKXuNaOH2TxExfDwMKLB7ejo6MptJYzS4TTm5eWBsbExUF5efuPdMPGUCrisWGiwoV8tLi7GT9ny8jKiOAkjc319PXj79u3Fwv8pT92F0HuSk5PjoR2UWltbA69evQKFhYWIYui2G/MvkforwswViAajh1tLKPm9/ut3EPrd+KlXQdchlCU03F/Bg1Tqf1L3xR+0e2NGEoHeFwAAAABJRU5ErkJggg==\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_87\"/>\r\n",
       "   <g id=\"matplotlib.axis_88\"/>\r\n",
       "   <g id=\"patch_218\">\r\n",
       "    <path d=\"M 146.889831 224.454576 \r\n",
       "L 146.889831 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_219\">\r\n",
       "    <path d=\"M 183.744068 224.454576 \r\n",
       "L 183.744068 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_220\">\r\n",
       "    <path d=\"M 146.889831 224.454576 \r\n",
       "L 183.744068 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_221\">\r\n",
       "    <path d=\"M 146.889831 187.600339 \r\n",
       "L 183.744068 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_45\">\r\n",
       "   <g id=\"patch_222\">\r\n",
       "    <path d=\"M 192.286441 224.454576 \r\n",
       "L 229.140678 224.454576 \r\n",
       "L 229.140678 187.600339 \r\n",
       "L 192.286441 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p01686d54db)\">\r\n",
       "    <image height=\"37\" id=\"image4fe67558e5\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_89\"/>\r\n",
       "   <g id=\"matplotlib.axis_90\"/>\r\n",
       "   <g id=\"patch_223\">\r\n",
       "    <path d=\"M 192.286441 224.454576 \r\n",
       "L 192.286441 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_224\">\r\n",
       "    <path d=\"M 229.140678 224.454576 \r\n",
       "L 229.140678 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_225\">\r\n",
       "    <path d=\"M 192.286441 224.454576 \r\n",
       "L 229.140678 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_226\">\r\n",
       "    <path d=\"M 192.286441 187.600339 \r\n",
       "L 229.140678 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_46\">\r\n",
       "   <g id=\"patch_227\">\r\n",
       "    <path d=\"M 237.683051 224.454576 \r\n",
       "L 274.537288 224.454576 \r\n",
       "L 274.537288 187.600339 \r\n",
       "L 237.683051 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb9c40b54b8)\">\r\n",
       "    <image height=\"37\" id=\"imaged38267c838\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAxBJREFUWIXt17tLXVkUx/GP76uFWKhVwAdqqVELESJELAQbwd5CEISgFtHGvyApApYKNmIjFmIVbMTGRlFQRLCx8FGIID6DepOoU9zse2JGB2d0GO+Q1VwO7LPPWt/1+629b9rZ2dmtFxbp/3UC90Xm31mckZEB0tMTtXz//h3c3j4v7NQllZOTA46OjsDh4SEoLS1FguD19fWzJZV6pLKyssD29jYYGBgACwsLd57fvXsnLy8Pkc6eEmkPjYSsrCx7e3ugq6sLLC8vIxJ8Zmaipo6ODh8/fgT5+fnwpHamRvuC3c/OzgwPDyMilJube2fN169fwdTUlJqaGtDT0wPS0tLwz8ZFapAK9p+dnTU5OYmo6traWtDW1gY+fPgALi4ujI6Ogjdv3oD6+npENEPc3Nwkfx+imBqkgl6Ojo5cXl4iqra5uRn09fVB0p3j4+N2d3fByMgIaG1tBYuLi6C6uhq0tLSA4uLipEMDvWQOT6/r+eNPpIJ+Li8vxeNxRPSys7NBLBYD/f39YGlpyfr6OpiengYzMzPg6urqzv7Bpb29vdrb2+98M2gsNUjdu+jH5N7c3ERihkFJSQkS1QdSodqglzD9Q6ytrYHBwUEVFRXg9evX4Nu3b0g1Uj/PkHAwBydtbGyA8vJyRFeZ+96vqqoC5+fnYH9/H5ycnFhZWUFE6sGkgv0bGxuTG4ZbQrD9+/fvQUFBARJCDy0OEW4LDQ0NiMQ8MTGRfA4j5dd4ke178OoSi8WMjY1B8mDe2dlBJMif14Z2BSKh5eGeFcbJ6ekpiMfjysrKwOrq6p19XySpB4Uej8d1d3eDuro68PnzZ3BwcAC2trbA8fGxt2/fIqo6mCJoKwzgQLKwsFBnZ+e9304tUre3t8ljJlg2OCnYO/y7OT8/V1lZiYjep0+fwNzc3J13vnz5goTmmpqa7v32iyT1oPv+KoI+ftZJ0E44VsJzoB3m0/z8PHj16pWhoSFQVFSE6Gj6/5B61MY/XPbr3AqT/+bmJknx10vev5bUU+JFtu93Uo+N30k9Nv4AWhFNt7uVPuwAAAAASUVORK5CYII=\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_91\"/>\r\n",
       "   <g id=\"matplotlib.axis_92\"/>\r\n",
       "   <g id=\"patch_228\">\r\n",
       "    <path d=\"M 237.683051 224.454576 \r\n",
       "L 237.683051 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_229\">\r\n",
       "    <path d=\"M 274.537288 224.454576 \r\n",
       "L 274.537288 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_230\">\r\n",
       "    <path d=\"M 237.683051 224.454576 \r\n",
       "L 274.537288 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_231\">\r\n",
       "    <path d=\"M 237.683051 187.600339 \r\n",
       "L 274.537288 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_47\">\r\n",
       "   <g id=\"patch_232\">\r\n",
       "    <path d=\"M 283.079661 224.454576 \r\n",
       "L 319.933898 224.454576 \r\n",
       "L 319.933898 187.600339 \r\n",
       "L 283.079661 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pd8c552e876)\">\r\n",
       "    <image height=\"37\" id=\"image03bc01d12b\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_93\"/>\r\n",
       "   <g id=\"matplotlib.axis_94\"/>\r\n",
       "   <g id=\"patch_233\">\r\n",
       "    <path d=\"M 283.079661 224.454576 \r\n",
       "L 283.079661 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_234\">\r\n",
       "    <path d=\"M 319.933898 224.454576 \r\n",
       "L 319.933898 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_235\">\r\n",
       "    <path d=\"M 283.079661 224.454576 \r\n",
       "L 319.933898 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_236\">\r\n",
       "    <path d=\"M 283.079661 187.600339 \r\n",
       "L 319.933898 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_48\">\r\n",
       "   <g id=\"patch_237\">\r\n",
       "    <path d=\"M 328.476271 224.454576 \r\n",
       "L 365.330508 224.454576 \r\n",
       "L 365.330508 187.600339 \r\n",
       "L 328.476271 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf16b19db50)\">\r\n",
       "    <image height=\"37\" id=\"image7100408e95\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_95\"/>\r\n",
       "   <g id=\"matplotlib.axis_96\"/>\r\n",
       "   <g id=\"patch_238\">\r\n",
       "    <path d=\"M 328.476271 224.454576 \r\n",
       "L 328.476271 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_239\">\r\n",
       "    <path d=\"M 365.330508 224.454576 \r\n",
       "L 365.330508 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_240\">\r\n",
       "    <path d=\"M 328.476271 224.454576 \r\n",
       "L 365.330508 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_241\">\r\n",
       "    <path d=\"M 328.476271 187.600339 \r\n",
       "L 365.330508 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_49\">\r\n",
       "   <g id=\"patch_242\">\r\n",
       "    <path d=\"M 373.872881 224.454576 \r\n",
       "L 410.727119 224.454576 \r\n",
       "L 410.727119 187.600339 \r\n",
       "L 373.872881 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc3adb35f75)\">\r\n",
       "    <image height=\"37\" id=\"image5d2219aa9f\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_97\"/>\r\n",
       "   <g id=\"matplotlib.axis_98\"/>\r\n",
       "   <g id=\"patch_243\">\r\n",
       "    <path d=\"M 373.872881 224.454576 \r\n",
       "L 373.872881 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_244\">\r\n",
       "    <path d=\"M 410.727119 224.454576 \r\n",
       "L 410.727119 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_245\">\r\n",
       "    <path d=\"M 373.872881 224.454576 \r\n",
       "L 410.727119 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_246\">\r\n",
       "    <path d=\"M 373.872881 187.600339 \r\n",
       "L 410.727119 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_50\">\r\n",
       "   <g id=\"patch_247\">\r\n",
       "    <path d=\"M 419.269492 224.454576 \r\n",
       "L 456.123729 224.454576 \r\n",
       "L 456.123729 187.600339 \r\n",
       "L 419.269492 187.600339 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc87f07ba85)\">\r\n",
       "    <image height=\"37\" id=\"image7624af7563\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-187.454576\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_99\"/>\r\n",
       "   <g id=\"matplotlib.axis_100\"/>\r\n",
       "   <g id=\"patch_248\">\r\n",
       "    <path d=\"M 419.269492 224.454576 \r\n",
       "L 419.269492 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_249\">\r\n",
       "    <path d=\"M 456.123729 224.454576 \r\n",
       "L 456.123729 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_250\">\r\n",
       "    <path d=\"M 419.269492 224.454576 \r\n",
       "L 456.123729 224.454576 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_251\">\r\n",
       "    <path d=\"M 419.269492 187.600339 \r\n",
       "L 456.123729 187.600339 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_51\">\r\n",
       "   <g id=\"patch_252\">\r\n",
       "    <path d=\"M 10.7 268.679661 \r\n",
       "L 47.554237 268.679661 \r\n",
       "L 47.554237 231.825424 \r\n",
       "L 10.7 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p010f380b31)\">\r\n",
       "    <image height=\"37\" id=\"image23257b08a7\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_101\"/>\r\n",
       "   <g id=\"matplotlib.axis_102\"/>\r\n",
       "   <g id=\"patch_253\">\r\n",
       "    <path d=\"M 10.7 268.679661 \r\n",
       "L 10.7 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_254\">\r\n",
       "    <path d=\"M 47.554237 268.679661 \r\n",
       "L 47.554237 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_255\">\r\n",
       "    <path d=\"M 10.7 268.679661 \r\n",
       "L 47.554237 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_256\">\r\n",
       "    <path d=\"M 10.7 231.825424 \r\n",
       "L 47.554237 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_52\">\r\n",
       "   <g id=\"patch_257\">\r\n",
       "    <path d=\"M 56.09661 268.679661 \r\n",
       "L 92.950847 268.679661 \r\n",
       "L 92.950847 231.825424 \r\n",
       "L 56.09661 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pfb34832936)\">\r\n",
       "    <image height=\"37\" id=\"image9a7b9aabda\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_103\"/>\r\n",
       "   <g id=\"matplotlib.axis_104\"/>\r\n",
       "   <g id=\"patch_258\">\r\n",
       "    <path d=\"M 56.09661 268.679661 \r\n",
       "L 56.09661 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_259\">\r\n",
       "    <path d=\"M 92.950847 268.679661 \r\n",
       "L 92.950847 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_260\">\r\n",
       "    <path d=\"M 56.09661 268.679661 \r\n",
       "L 92.950847 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_261\">\r\n",
       "    <path d=\"M 56.09661 231.825424 \r\n",
       "L 92.950847 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_53\">\r\n",
       "   <g id=\"patch_262\">\r\n",
       "    <path d=\"M 101.49322 268.679661 \r\n",
       "L 138.347458 268.679661 \r\n",
       "L 138.347458 231.825424 \r\n",
       "L 101.49322 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf568effa09)\">\r\n",
       "    <image height=\"37\" id=\"image202c9365d6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_105\"/>\r\n",
       "   <g id=\"matplotlib.axis_106\"/>\r\n",
       "   <g id=\"patch_263\">\r\n",
       "    <path d=\"M 101.49322 268.679661 \r\n",
       "L 101.49322 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_264\">\r\n",
       "    <path d=\"M 138.347458 268.679661 \r\n",
       "L 138.347458 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_265\">\r\n",
       "    <path d=\"M 101.49322 268.679661 \r\n",
       "L 138.347458 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_266\">\r\n",
       "    <path d=\"M 101.49322 231.825424 \r\n",
       "L 138.347458 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_54\">\r\n",
       "   <g id=\"patch_267\">\r\n",
       "    <path d=\"M 146.889831 268.679661 \r\n",
       "L 183.744068 268.679661 \r\n",
       "L 183.744068 231.825424 \r\n",
       "L 146.889831 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf89674c4a7)\">\r\n",
       "    <image height=\"37\" id=\"imageec4200cd8f\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_107\"/>\r\n",
       "   <g id=\"matplotlib.axis_108\"/>\r\n",
       "   <g id=\"patch_268\">\r\n",
       "    <path d=\"M 146.889831 268.679661 \r\n",
       "L 146.889831 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_269\">\r\n",
       "    <path d=\"M 183.744068 268.679661 \r\n",
       "L 183.744068 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_270\">\r\n",
       "    <path d=\"M 146.889831 268.679661 \r\n",
       "L 183.744068 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_271\">\r\n",
       "    <path d=\"M 146.889831 231.825424 \r\n",
       "L 183.744068 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_55\">\r\n",
       "   <g id=\"patch_272\">\r\n",
       "    <path d=\"M 192.286441 268.679661 \r\n",
       "L 229.140678 268.679661 \r\n",
       "L 229.140678 231.825424 \r\n",
       "L 192.286441 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pa4df7ceb92)\">\r\n",
       "    <image height=\"37\" id=\"imagee6139e488c\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_109\"/>\r\n",
       "   <g id=\"matplotlib.axis_110\"/>\r\n",
       "   <g id=\"patch_273\">\r\n",
       "    <path d=\"M 192.286441 268.679661 \r\n",
       "L 192.286441 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_274\">\r\n",
       "    <path d=\"M 229.140678 268.679661 \r\n",
       "L 229.140678 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_275\">\r\n",
       "    <path d=\"M 192.286441 268.679661 \r\n",
       "L 229.140678 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_276\">\r\n",
       "    <path d=\"M 192.286441 231.825424 \r\n",
       "L 229.140678 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_56\">\r\n",
       "   <g id=\"patch_277\">\r\n",
       "    <path d=\"M 237.683051 268.679661 \r\n",
       "L 274.537288 268.679661 \r\n",
       "L 274.537288 231.825424 \r\n",
       "L 237.683051 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p771c746aa3)\">\r\n",
       "    <image height=\"37\" id=\"imagec8382c760d\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_111\"/>\r\n",
       "   <g id=\"matplotlib.axis_112\"/>\r\n",
       "   <g id=\"patch_278\">\r\n",
       "    <path d=\"M 237.683051 268.679661 \r\n",
       "L 237.683051 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_279\">\r\n",
       "    <path d=\"M 274.537288 268.679661 \r\n",
       "L 274.537288 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_280\">\r\n",
       "    <path d=\"M 237.683051 268.679661 \r\n",
       "L 274.537288 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_281\">\r\n",
       "    <path d=\"M 237.683051 231.825424 \r\n",
       "L 274.537288 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_57\">\r\n",
       "   <g id=\"patch_282\">\r\n",
       "    <path d=\"M 283.079661 268.679661 \r\n",
       "L 319.933898 268.679661 \r\n",
       "L 319.933898 231.825424 \r\n",
       "L 283.079661 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbe5a7abeda)\">\r\n",
       "    <image height=\"37\" id=\"imageba969326dc\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_113\"/>\r\n",
       "   <g id=\"matplotlib.axis_114\"/>\r\n",
       "   <g id=\"patch_283\">\r\n",
       "    <path d=\"M 283.079661 268.679661 \r\n",
       "L 283.079661 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_284\">\r\n",
       "    <path d=\"M 319.933898 268.679661 \r\n",
       "L 319.933898 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_285\">\r\n",
       "    <path d=\"M 283.079661 268.679661 \r\n",
       "L 319.933898 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_286\">\r\n",
       "    <path d=\"M 283.079661 231.825424 \r\n",
       "L 319.933898 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_58\">\r\n",
       "   <g id=\"patch_287\">\r\n",
       "    <path d=\"M 328.476271 268.679661 \r\n",
       "L 365.330508 268.679661 \r\n",
       "L 365.330508 231.825424 \r\n",
       "L 328.476271 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pfb3ab4cb50)\">\r\n",
       "    <image height=\"37\" id=\"imaged0d4f87fac\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_115\"/>\r\n",
       "   <g id=\"matplotlib.axis_116\"/>\r\n",
       "   <g id=\"patch_288\">\r\n",
       "    <path d=\"M 328.476271 268.679661 \r\n",
       "L 328.476271 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_289\">\r\n",
       "    <path d=\"M 365.330508 268.679661 \r\n",
       "L 365.330508 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_290\">\r\n",
       "    <path d=\"M 328.476271 268.679661 \r\n",
       "L 365.330508 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_291\">\r\n",
       "    <path d=\"M 328.476271 231.825424 \r\n",
       "L 365.330508 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_59\">\r\n",
       "   <g id=\"patch_292\">\r\n",
       "    <path d=\"M 373.872881 268.679661 \r\n",
       "L 410.727119 268.679661 \r\n",
       "L 410.727119 231.825424 \r\n",
       "L 373.872881 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdd32213ca8)\">\r\n",
       "    <image height=\"37\" id=\"image286bb2c58d\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_117\"/>\r\n",
       "   <g id=\"matplotlib.axis_118\"/>\r\n",
       "   <g id=\"patch_293\">\r\n",
       "    <path d=\"M 373.872881 268.679661 \r\n",
       "L 373.872881 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_294\">\r\n",
       "    <path d=\"M 410.727119 268.679661 \r\n",
       "L 410.727119 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_295\">\r\n",
       "    <path d=\"M 373.872881 268.679661 \r\n",
       "L 410.727119 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_296\">\r\n",
       "    <path d=\"M 373.872881 231.825424 \r\n",
       "L 410.727119 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_60\">\r\n",
       "   <g id=\"patch_297\">\r\n",
       "    <path d=\"M 419.269492 268.679661 \r\n",
       "L 456.123729 268.679661 \r\n",
       "L 456.123729 231.825424 \r\n",
       "L 419.269492 231.825424 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pe9218ff20e)\">\r\n",
       "    <image height=\"37\" id=\"imagecb0f9b480b\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-231.679661\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_119\"/>\r\n",
       "   <g id=\"matplotlib.axis_120\"/>\r\n",
       "   <g id=\"patch_298\">\r\n",
       "    <path d=\"M 419.269492 268.679661 \r\n",
       "L 419.269492 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_299\">\r\n",
       "    <path d=\"M 456.123729 268.679661 \r\n",
       "L 456.123729 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_300\">\r\n",
       "    <path d=\"M 419.269492 268.679661 \r\n",
       "L 456.123729 268.679661 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_301\">\r\n",
       "    <path d=\"M 419.269492 231.825424 \r\n",
       "L 456.123729 231.825424 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_61\">\r\n",
       "   <g id=\"patch_302\">\r\n",
       "    <path d=\"M 10.7 312.904746 \r\n",
       "L 47.554237 312.904746 \r\n",
       "L 47.554237 276.050508 \r\n",
       "L 10.7 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc30447a146)\">\r\n",
       "    <image height=\"37\" id=\"image7302cc2333\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_121\"/>\r\n",
       "   <g id=\"matplotlib.axis_122\"/>\r\n",
       "   <g id=\"patch_303\">\r\n",
       "    <path d=\"M 10.7 312.904746 \r\n",
       "L 10.7 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_304\">\r\n",
       "    <path d=\"M 47.554237 312.904746 \r\n",
       "L 47.554237 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_305\">\r\n",
       "    <path d=\"M 10.7 312.904746 \r\n",
       "L 47.554237 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_306\">\r\n",
       "    <path d=\"M 10.7 276.050508 \r\n",
       "L 47.554237 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_62\">\r\n",
       "   <g id=\"patch_307\">\r\n",
       "    <path d=\"M 56.09661 312.904746 \r\n",
       "L 92.950847 312.904746 \r\n",
       "L 92.950847 276.050508 \r\n",
       "L 56.09661 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p5181faabd4)\">\r\n",
       "    <image height=\"37\" id=\"imagef6c2cb4dea\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_123\"/>\r\n",
       "   <g id=\"matplotlib.axis_124\"/>\r\n",
       "   <g id=\"patch_308\">\r\n",
       "    <path d=\"M 56.09661 312.904746 \r\n",
       "L 56.09661 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_309\">\r\n",
       "    <path d=\"M 92.950847 312.904746 \r\n",
       "L 92.950847 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_310\">\r\n",
       "    <path d=\"M 56.09661 312.904746 \r\n",
       "L 92.950847 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_311\">\r\n",
       "    <path d=\"M 56.09661 276.050508 \r\n",
       "L 92.950847 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_63\">\r\n",
       "   <g id=\"patch_312\">\r\n",
       "    <path d=\"M 101.49322 312.904746 \r\n",
       "L 138.347458 312.904746 \r\n",
       "L 138.347458 276.050508 \r\n",
       "L 101.49322 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pe1ecf825c0)\">\r\n",
       "    <image height=\"37\" id=\"image5a9a605bc2\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_125\"/>\r\n",
       "   <g id=\"matplotlib.axis_126\"/>\r\n",
       "   <g id=\"patch_313\">\r\n",
       "    <path d=\"M 101.49322 312.904746 \r\n",
       "L 101.49322 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_314\">\r\n",
       "    <path d=\"M 138.347458 312.904746 \r\n",
       "L 138.347458 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_315\">\r\n",
       "    <path d=\"M 101.49322 312.904746 \r\n",
       "L 138.347458 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_316\">\r\n",
       "    <path d=\"M 101.49322 276.050508 \r\n",
       "L 138.347458 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_64\">\r\n",
       "   <g id=\"patch_317\">\r\n",
       "    <path d=\"M 146.889831 312.904746 \r\n",
       "L 183.744068 312.904746 \r\n",
       "L 183.744068 276.050508 \r\n",
       "L 146.889831 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p9f8dba4b24)\">\r\n",
       "    <image height=\"37\" id=\"imagea2736688c6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_127\"/>\r\n",
       "   <g id=\"matplotlib.axis_128\"/>\r\n",
       "   <g id=\"patch_318\">\r\n",
       "    <path d=\"M 146.889831 312.904746 \r\n",
       "L 146.889831 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_319\">\r\n",
       "    <path d=\"M 183.744068 312.904746 \r\n",
       "L 183.744068 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_320\">\r\n",
       "    <path d=\"M 146.889831 312.904746 \r\n",
       "L 183.744068 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_321\">\r\n",
       "    <path d=\"M 146.889831 276.050508 \r\n",
       "L 183.744068 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_65\">\r\n",
       "   <g id=\"patch_322\">\r\n",
       "    <path d=\"M 192.286441 312.904746 \r\n",
       "L 229.140678 312.904746 \r\n",
       "L 229.140678 276.050508 \r\n",
       "L 192.286441 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p0e653ea035)\">\r\n",
       "    <image height=\"37\" id=\"imagecdce7753b4\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_129\"/>\r\n",
       "   <g id=\"matplotlib.axis_130\"/>\r\n",
       "   <g id=\"patch_323\">\r\n",
       "    <path d=\"M 192.286441 312.904746 \r\n",
       "L 192.286441 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_324\">\r\n",
       "    <path d=\"M 229.140678 312.904746 \r\n",
       "L 229.140678 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_325\">\r\n",
       "    <path d=\"M 192.286441 312.904746 \r\n",
       "L 229.140678 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_326\">\r\n",
       "    <path d=\"M 192.286441 276.050508 \r\n",
       "L 229.140678 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_66\">\r\n",
       "   <g id=\"patch_327\">\r\n",
       "    <path d=\"M 237.683051 312.904746 \r\n",
       "L 274.537288 312.904746 \r\n",
       "L 274.537288 276.050508 \r\n",
       "L 237.683051 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pa12187f278)\">\r\n",
       "    <image height=\"37\" id=\"imagee0f0c6bce6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_131\"/>\r\n",
       "   <g id=\"matplotlib.axis_132\"/>\r\n",
       "   <g id=\"patch_328\">\r\n",
       "    <path d=\"M 237.683051 312.904746 \r\n",
       "L 237.683051 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_329\">\r\n",
       "    <path d=\"M 274.537288 312.904746 \r\n",
       "L 274.537288 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_330\">\r\n",
       "    <path d=\"M 237.683051 312.904746 \r\n",
       "L 274.537288 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_331\">\r\n",
       "    <path d=\"M 237.683051 276.050508 \r\n",
       "L 274.537288 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_67\">\r\n",
       "   <g id=\"patch_332\">\r\n",
       "    <path d=\"M 283.079661 312.904746 \r\n",
       "L 319.933898 312.904746 \r\n",
       "L 319.933898 276.050508 \r\n",
       "L 283.079661 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p43f3f8c150)\">\r\n",
       "    <image height=\"37\" id=\"imagef9e0cd889a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_133\"/>\r\n",
       "   <g id=\"matplotlib.axis_134\"/>\r\n",
       "   <g id=\"patch_333\">\r\n",
       "    <path d=\"M 283.079661 312.904746 \r\n",
       "L 283.079661 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_334\">\r\n",
       "    <path d=\"M 319.933898 312.904746 \r\n",
       "L 319.933898 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_335\">\r\n",
       "    <path d=\"M 283.079661 312.904746 \r\n",
       "L 319.933898 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_336\">\r\n",
       "    <path d=\"M 283.079661 276.050508 \r\n",
       "L 319.933898 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_68\">\r\n",
       "   <g id=\"patch_337\">\r\n",
       "    <path d=\"M 328.476271 312.904746 \r\n",
       "L 365.330508 312.904746 \r\n",
       "L 365.330508 276.050508 \r\n",
       "L 328.476271 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p86e8ae800f)\">\r\n",
       "    <image height=\"37\" id=\"imageac64a9ecc6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_135\"/>\r\n",
       "   <g id=\"matplotlib.axis_136\"/>\r\n",
       "   <g id=\"patch_338\">\r\n",
       "    <path d=\"M 328.476271 312.904746 \r\n",
       "L 328.476271 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_339\">\r\n",
       "    <path d=\"M 365.330508 312.904746 \r\n",
       "L 365.330508 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_340\">\r\n",
       "    <path d=\"M 328.476271 312.904746 \r\n",
       "L 365.330508 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_341\">\r\n",
       "    <path d=\"M 328.476271 276.050508 \r\n",
       "L 365.330508 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_69\">\r\n",
       "   <g id=\"patch_342\">\r\n",
       "    <path d=\"M 373.872881 312.904746 \r\n",
       "L 410.727119 312.904746 \r\n",
       "L 410.727119 276.050508 \r\n",
       "L 373.872881 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p03f2a39a4a)\">\r\n",
       "    <image height=\"37\" id=\"imagec54d223c08\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_137\"/>\r\n",
       "   <g id=\"matplotlib.axis_138\"/>\r\n",
       "   <g id=\"patch_343\">\r\n",
       "    <path d=\"M 373.872881 312.904746 \r\n",
       "L 373.872881 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_344\">\r\n",
       "    <path d=\"M 410.727119 312.904746 \r\n",
       "L 410.727119 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_345\">\r\n",
       "    <path d=\"M 373.872881 312.904746 \r\n",
       "L 410.727119 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_346\">\r\n",
       "    <path d=\"M 373.872881 276.050508 \r\n",
       "L 410.727119 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_70\">\r\n",
       "   <g id=\"patch_347\">\r\n",
       "    <path d=\"M 419.269492 312.904746 \r\n",
       "L 456.123729 312.904746 \r\n",
       "L 456.123729 276.050508 \r\n",
       "L 419.269492 276.050508 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pe335df84cc)\">\r\n",
       "    <image height=\"37\" id=\"image5dba2b632f\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-275.904746\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_139\"/>\r\n",
       "   <g id=\"matplotlib.axis_140\"/>\r\n",
       "   <g id=\"patch_348\">\r\n",
       "    <path d=\"M 419.269492 312.904746 \r\n",
       "L 419.269492 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_349\">\r\n",
       "    <path d=\"M 456.123729 312.904746 \r\n",
       "L 456.123729 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_350\">\r\n",
       "    <path d=\"M 419.269492 312.904746 \r\n",
       "L 456.123729 312.904746 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_351\">\r\n",
       "    <path d=\"M 419.269492 276.050508 \r\n",
       "L 456.123729 276.050508 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_71\">\r\n",
       "   <g id=\"patch_352\">\r\n",
       "    <path d=\"M 10.7 357.129831 \r\n",
       "L 47.554237 357.129831 \r\n",
       "L 47.554237 320.275593 \r\n",
       "L 10.7 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p40f47a1361)\">\r\n",
       "    <image height=\"37\" id=\"image14d255d507\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_141\"/>\r\n",
       "   <g id=\"matplotlib.axis_142\"/>\r\n",
       "   <g id=\"patch_353\">\r\n",
       "    <path d=\"M 10.7 357.129831 \r\n",
       "L 10.7 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_354\">\r\n",
       "    <path d=\"M 47.554237 357.129831 \r\n",
       "L 47.554237 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_355\">\r\n",
       "    <path d=\"M 10.7 357.129831 \r\n",
       "L 47.554237 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_356\">\r\n",
       "    <path d=\"M 10.7 320.275593 \r\n",
       "L 47.554237 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_72\">\r\n",
       "   <g id=\"patch_357\">\r\n",
       "    <path d=\"M 56.09661 357.129831 \r\n",
       "L 92.950847 357.129831 \r\n",
       "L 92.950847 320.275593 \r\n",
       "L 56.09661 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pf7ed629b79)\">\r\n",
       "    <image height=\"37\" id=\"image8a85bf9c15\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_143\"/>\r\n",
       "   <g id=\"matplotlib.axis_144\"/>\r\n",
       "   <g id=\"patch_358\">\r\n",
       "    <path d=\"M 56.09661 357.129831 \r\n",
       "L 56.09661 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_359\">\r\n",
       "    <path d=\"M 92.950847 357.129831 \r\n",
       "L 92.950847 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_360\">\r\n",
       "    <path d=\"M 56.09661 357.129831 \r\n",
       "L 92.950847 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_361\">\r\n",
       "    <path d=\"M 56.09661 320.275593 \r\n",
       "L 92.950847 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_73\">\r\n",
       "   <g id=\"patch_362\">\r\n",
       "    <path d=\"M 101.49322 357.129831 \r\n",
       "L 138.347458 357.129831 \r\n",
       "L 138.347458 320.275593 \r\n",
       "L 101.49322 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p10d3aa122c)\">\r\n",
       "    <image height=\"37\" id=\"image29e6d7d48e\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_145\"/>\r\n",
       "   <g id=\"matplotlib.axis_146\"/>\r\n",
       "   <g id=\"patch_363\">\r\n",
       "    <path d=\"M 101.49322 357.129831 \r\n",
       "L 101.49322 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_364\">\r\n",
       "    <path d=\"M 138.347458 357.129831 \r\n",
       "L 138.347458 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_365\">\r\n",
       "    <path d=\"M 101.49322 357.129831 \r\n",
       "L 138.347458 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_366\">\r\n",
       "    <path d=\"M 101.49322 320.275593 \r\n",
       "L 138.347458 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_74\">\r\n",
       "   <g id=\"patch_367\">\r\n",
       "    <path d=\"M 146.889831 357.129831 \r\n",
       "L 183.744068 357.129831 \r\n",
       "L 183.744068 320.275593 \r\n",
       "L 146.889831 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p0ede010c86)\">\r\n",
       "    <image height=\"37\" id=\"image71972f84c8\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_147\"/>\r\n",
       "   <g id=\"matplotlib.axis_148\"/>\r\n",
       "   <g id=\"patch_368\">\r\n",
       "    <path d=\"M 146.889831 357.129831 \r\n",
       "L 146.889831 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_369\">\r\n",
       "    <path d=\"M 183.744068 357.129831 \r\n",
       "L 183.744068 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_370\">\r\n",
       "    <path d=\"M 146.889831 357.129831 \r\n",
       "L 183.744068 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_371\">\r\n",
       "    <path d=\"M 146.889831 320.275593 \r\n",
       "L 183.744068 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_75\">\r\n",
       "   <g id=\"patch_372\">\r\n",
       "    <path d=\"M 192.286441 357.129831 \r\n",
       "L 229.140678 357.129831 \r\n",
       "L 229.140678 320.275593 \r\n",
       "L 192.286441 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb1f7504679)\">\r\n",
       "    <image height=\"37\" id=\"image50d3d3850a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_149\"/>\r\n",
       "   <g id=\"matplotlib.axis_150\"/>\r\n",
       "   <g id=\"patch_373\">\r\n",
       "    <path d=\"M 192.286441 357.129831 \r\n",
       "L 192.286441 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_374\">\r\n",
       "    <path d=\"M 229.140678 357.129831 \r\n",
       "L 229.140678 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_375\">\r\n",
       "    <path d=\"M 192.286441 357.129831 \r\n",
       "L 229.140678 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_376\">\r\n",
       "    <path d=\"M 192.286441 320.275593 \r\n",
       "L 229.140678 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_76\">\r\n",
       "   <g id=\"patch_377\">\r\n",
       "    <path d=\"M 237.683051 357.129831 \r\n",
       "L 274.537288 357.129831 \r\n",
       "L 274.537288 320.275593 \r\n",
       "L 237.683051 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pb7e4411f7a)\">\r\n",
       "    <image height=\"37\" id=\"image35091a9c8c\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_151\"/>\r\n",
       "   <g id=\"matplotlib.axis_152\"/>\r\n",
       "   <g id=\"patch_378\">\r\n",
       "    <path d=\"M 237.683051 357.129831 \r\n",
       "L 237.683051 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_379\">\r\n",
       "    <path d=\"M 274.537288 357.129831 \r\n",
       "L 274.537288 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_380\">\r\n",
       "    <path d=\"M 237.683051 357.129831 \r\n",
       "L 274.537288 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_381\">\r\n",
       "    <path d=\"M 237.683051 320.275593 \r\n",
       "L 274.537288 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_77\">\r\n",
       "   <g id=\"patch_382\">\r\n",
       "    <path d=\"M 283.079661 357.129831 \r\n",
       "L 319.933898 357.129831 \r\n",
       "L 319.933898 320.275593 \r\n",
       "L 283.079661 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p4349f2d070)\">\r\n",
       "    <image height=\"37\" id=\"image24e4afe057\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_153\"/>\r\n",
       "   <g id=\"matplotlib.axis_154\"/>\r\n",
       "   <g id=\"patch_383\">\r\n",
       "    <path d=\"M 283.079661 357.129831 \r\n",
       "L 283.079661 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_384\">\r\n",
       "    <path d=\"M 319.933898 357.129831 \r\n",
       "L 319.933898 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_385\">\r\n",
       "    <path d=\"M 283.079661 357.129831 \r\n",
       "L 319.933898 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_386\">\r\n",
       "    <path d=\"M 283.079661 320.275593 \r\n",
       "L 319.933898 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_78\">\r\n",
       "   <g id=\"patch_387\">\r\n",
       "    <path d=\"M 328.476271 357.129831 \r\n",
       "L 365.330508 357.129831 \r\n",
       "L 365.330508 320.275593 \r\n",
       "L 328.476271 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdd2a3a49b6)\">\r\n",
       "    <image height=\"37\" id=\"image51e4a99f35\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_155\"/>\r\n",
       "   <g id=\"matplotlib.axis_156\"/>\r\n",
       "   <g id=\"patch_388\">\r\n",
       "    <path d=\"M 328.476271 357.129831 \r\n",
       "L 328.476271 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_389\">\r\n",
       "    <path d=\"M 365.330508 357.129831 \r\n",
       "L 365.330508 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_390\">\r\n",
       "    <path d=\"M 328.476271 357.129831 \r\n",
       "L 365.330508 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_391\">\r\n",
       "    <path d=\"M 328.476271 320.275593 \r\n",
       "L 365.330508 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_79\">\r\n",
       "   <g id=\"patch_392\">\r\n",
       "    <path d=\"M 373.872881 357.129831 \r\n",
       "L 410.727119 357.129831 \r\n",
       "L 410.727119 320.275593 \r\n",
       "L 373.872881 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p074d04bb9b)\">\r\n",
       "    <image height=\"37\" id=\"image56fb8a3f1a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_157\"/>\r\n",
       "   <g id=\"matplotlib.axis_158\"/>\r\n",
       "   <g id=\"patch_393\">\r\n",
       "    <path d=\"M 373.872881 357.129831 \r\n",
       "L 373.872881 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_394\">\r\n",
       "    <path d=\"M 410.727119 357.129831 \r\n",
       "L 410.727119 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_395\">\r\n",
       "    <path d=\"M 373.872881 357.129831 \r\n",
       "L 410.727119 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_396\">\r\n",
       "    <path d=\"M 373.872881 320.275593 \r\n",
       "L 410.727119 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_80\">\r\n",
       "   <g id=\"patch_397\">\r\n",
       "    <path d=\"M 419.269492 357.129831 \r\n",
       "L 456.123729 357.129831 \r\n",
       "L 456.123729 320.275593 \r\n",
       "L 419.269492 320.275593 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p584c416b1d)\">\r\n",
       "    <image height=\"37\" id=\"imagedc4f157c25\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-320.129831\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_159\"/>\r\n",
       "   <g id=\"matplotlib.axis_160\"/>\r\n",
       "   <g id=\"patch_398\">\r\n",
       "    <path d=\"M 419.269492 357.129831 \r\n",
       "L 419.269492 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_399\">\r\n",
       "    <path d=\"M 456.123729 357.129831 \r\n",
       "L 456.123729 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_400\">\r\n",
       "    <path d=\"M 419.269492 357.129831 \r\n",
       "L 456.123729 357.129831 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_401\">\r\n",
       "    <path d=\"M 419.269492 320.275593 \r\n",
       "L 456.123729 320.275593 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_81\">\r\n",
       "   <g id=\"patch_402\">\r\n",
       "    <path d=\"M 10.7 401.354915 \r\n",
       "L 47.554237 401.354915 \r\n",
       "L 47.554237 364.500678 \r\n",
       "L 10.7 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc12f594296)\">\r\n",
       "    <image height=\"37\" id=\"image5413108304\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_161\"/>\r\n",
       "   <g id=\"matplotlib.axis_162\"/>\r\n",
       "   <g id=\"patch_403\">\r\n",
       "    <path d=\"M 10.7 401.354915 \r\n",
       "L 10.7 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_404\">\r\n",
       "    <path d=\"M 47.554237 401.354915 \r\n",
       "L 47.554237 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_405\">\r\n",
       "    <path d=\"M 10.7 401.354915 \r\n",
       "L 47.554237 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_406\">\r\n",
       "    <path d=\"M 10.7 364.500678 \r\n",
       "L 47.554237 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_82\">\r\n",
       "   <g id=\"patch_407\">\r\n",
       "    <path d=\"M 56.09661 401.354915 \r\n",
       "L 92.950847 401.354915 \r\n",
       "L 92.950847 364.500678 \r\n",
       "L 56.09661 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p5cc0c600e5)\">\r\n",
       "    <image height=\"37\" id=\"imagefbf9d71915\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_163\"/>\r\n",
       "   <g id=\"matplotlib.axis_164\"/>\r\n",
       "   <g id=\"patch_408\">\r\n",
       "    <path d=\"M 56.09661 401.354915 \r\n",
       "L 56.09661 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_409\">\r\n",
       "    <path d=\"M 92.950847 401.354915 \r\n",
       "L 92.950847 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_410\">\r\n",
       "    <path d=\"M 56.09661 401.354915 \r\n",
       "L 92.950847 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_411\">\r\n",
       "    <path d=\"M 56.09661 364.500678 \r\n",
       "L 92.950847 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_83\">\r\n",
       "   <g id=\"patch_412\">\r\n",
       "    <path d=\"M 101.49322 401.354915 \r\n",
       "L 138.347458 401.354915 \r\n",
       "L 138.347458 364.500678 \r\n",
       "L 101.49322 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p21fbe04544)\">\r\n",
       "    <image height=\"37\" id=\"image90320d1b64\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_165\"/>\r\n",
       "   <g id=\"matplotlib.axis_166\"/>\r\n",
       "   <g id=\"patch_413\">\r\n",
       "    <path d=\"M 101.49322 401.354915 \r\n",
       "L 101.49322 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_414\">\r\n",
       "    <path d=\"M 138.347458 401.354915 \r\n",
       "L 138.347458 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_415\">\r\n",
       "    <path d=\"M 101.49322 401.354915 \r\n",
       "L 138.347458 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_416\">\r\n",
       "    <path d=\"M 101.49322 364.500678 \r\n",
       "L 138.347458 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_84\">\r\n",
       "   <g id=\"patch_417\">\r\n",
       "    <path d=\"M 146.889831 401.354915 \r\n",
       "L 183.744068 401.354915 \r\n",
       "L 183.744068 364.500678 \r\n",
       "L 146.889831 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p666d998965)\">\r\n",
       "    <image height=\"37\" id=\"image86c0aac839\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAxtJREFUWIXt2E0oJWwUB/Df9dWQEml81Syk2GhWGlGykaYsp0SpWU6xYGeSHbOx1CTKQmLra4HUlOzsZklZKeUjxkf5GryL67mXGbzofXvd6f3v7u15zj3nf875P+fcyNHR0ZUXhqT/2oG7kPKcS0lJ0ViSk5Nj311dRQmPRCLg8vISXFxcPN3+c5z6t/EkplJSosc3NzdBf38/WFxctLOzAxobG0FrayvIzc3F0xh7kUxFHtN9oYZOTk7A58+fweDgICgpKVFVVQUmJych9nl4eBhkZ2cjXmsP4cH0hXRtbGyArq4uMDc3h3iKWlpavH37FpSWloK+vr5bZz9+/AiOj4//1qnES19aWhoYHx9HPNrOzk7Q3d2NKKNBEra2tkBzczPIyMhAPNX5+fl4uPATi6lIJOLw8BA0NTWBs7MzMDY2hnjUP3/+jN0L7I6OjoJPnz6BkZER8OHDh1u27sKLZOre7ktLSzMxMQHW1tbAwMAAKCwsxN3Rhpavrq4GRUVFYGpqCjQ0NCD6RIU6/BWJwVQQyv39fbOzs6CyshLU1taC8/Pzew2Grgr1VldXBxYWFiD2HOXn5yc4U0HFV1dXff/+Hbx//x68evUKD6tyiD4zMxPU1NQgXlN7e3ugoKDgXhuJwVQY0k5PT2NRp6enP9lwsBPYDXX47ds3UF5efq+q/+bUzeILk2V4ZI+Ojm79YBDKi4uL34o2CGpxcTHihR+cCzbuQmKk7yaCEK6vr4Oenh6wsrIC2tvbwbt372KshpQEJg4ODhBvjiC498kBicJUiLS4uFhZWRnY3d0FOTk5YHp6GiwvLyM60rS1tYG8vLyo4WtpCRLw48cPxJn7c5jKy8vT29sbPXQd9evXryE2+s7MzICvX79aWloCHR0doKKiAszPzyMqMTfvJlz3PTgO39yAbyI1NRVsb2+DoaEhX758iRq8ZiCMwaEew1MVtpusrKzEepAftffdhzDmRCKR2EAYtueAUI/19fXgzZs3uD1C/6NO3UR4H4OjvyIsso9Z319k+p71V9BdeMzm+1i8SKb+d+qx+AsLJD/r2OGQNQAAAABJRU5ErkJggg==\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_167\"/>\r\n",
       "   <g id=\"matplotlib.axis_168\"/>\r\n",
       "   <g id=\"patch_418\">\r\n",
       "    <path d=\"M 146.889831 401.354915 \r\n",
       "L 146.889831 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_419\">\r\n",
       "    <path d=\"M 183.744068 401.354915 \r\n",
       "L 183.744068 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_420\">\r\n",
       "    <path d=\"M 146.889831 401.354915 \r\n",
       "L 183.744068 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_421\">\r\n",
       "    <path d=\"M 146.889831 364.500678 \r\n",
       "L 183.744068 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_85\">\r\n",
       "   <g id=\"patch_422\">\r\n",
       "    <path d=\"M 192.286441 401.354915 \r\n",
       "L 229.140678 401.354915 \r\n",
       "L 229.140678 364.500678 \r\n",
       "L 192.286441 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pd7d370feba)\">\r\n",
       "    <image height=\"37\" id=\"image92161b4643\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_169\"/>\r\n",
       "   <g id=\"matplotlib.axis_170\"/>\r\n",
       "   <g id=\"patch_423\">\r\n",
       "    <path d=\"M 192.286441 401.354915 \r\n",
       "L 192.286441 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_424\">\r\n",
       "    <path d=\"M 229.140678 401.354915 \r\n",
       "L 229.140678 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_425\">\r\n",
       "    <path d=\"M 192.286441 401.354915 \r\n",
       "L 229.140678 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_426\">\r\n",
       "    <path d=\"M 192.286441 364.500678 \r\n",
       "L 229.140678 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_86\">\r\n",
       "   <g id=\"patch_427\">\r\n",
       "    <path d=\"M 237.683051 401.354915 \r\n",
       "L 274.537288 401.354915 \r\n",
       "L 274.537288 364.500678 \r\n",
       "L 237.683051 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p7e9f850e61)\">\r\n",
       "    <image height=\"37\" id=\"imageda72d7fdc6\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_171\"/>\r\n",
       "   <g id=\"matplotlib.axis_172\"/>\r\n",
       "   <g id=\"patch_428\">\r\n",
       "    <path d=\"M 237.683051 401.354915 \r\n",
       "L 237.683051 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_429\">\r\n",
       "    <path d=\"M 274.537288 401.354915 \r\n",
       "L 274.537288 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_430\">\r\n",
       "    <path d=\"M 237.683051 401.354915 \r\n",
       "L 274.537288 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_431\">\r\n",
       "    <path d=\"M 237.683051 364.500678 \r\n",
       "L 274.537288 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_87\">\r\n",
       "   <g id=\"patch_432\">\r\n",
       "    <path d=\"M 283.079661 401.354915 \r\n",
       "L 319.933898 401.354915 \r\n",
       "L 319.933898 364.500678 \r\n",
       "L 283.079661 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p598edb7275)\">\r\n",
       "    <image height=\"37\" id=\"image917a5ce87b\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_173\"/>\r\n",
       "   <g id=\"matplotlib.axis_174\"/>\r\n",
       "   <g id=\"patch_433\">\r\n",
       "    <path d=\"M 283.079661 401.354915 \r\n",
       "L 283.079661 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_434\">\r\n",
       "    <path d=\"M 319.933898 401.354915 \r\n",
       "L 319.933898 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_435\">\r\n",
       "    <path d=\"M 283.079661 401.354915 \r\n",
       "L 319.933898 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_436\">\r\n",
       "    <path d=\"M 283.079661 364.500678 \r\n",
       "L 319.933898 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_88\">\r\n",
       "   <g id=\"patch_437\">\r\n",
       "    <path d=\"M 328.476271 401.354915 \r\n",
       "L 365.330508 401.354915 \r\n",
       "L 365.330508 364.500678 \r\n",
       "L 328.476271 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p8c6065e2bf)\">\r\n",
       "    <image height=\"37\" id=\"image6c7812da1d\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_175\"/>\r\n",
       "   <g id=\"matplotlib.axis_176\"/>\r\n",
       "   <g id=\"patch_438\">\r\n",
       "    <path d=\"M 328.476271 401.354915 \r\n",
       "L 328.476271 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_439\">\r\n",
       "    <path d=\"M 365.330508 401.354915 \r\n",
       "L 365.330508 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_440\">\r\n",
       "    <path d=\"M 328.476271 401.354915 \r\n",
       "L 365.330508 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_441\">\r\n",
       "    <path d=\"M 328.476271 364.500678 \r\n",
       "L 365.330508 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_89\">\r\n",
       "   <g id=\"patch_442\">\r\n",
       "    <path d=\"M 373.872881 401.354915 \r\n",
       "L 410.727119 401.354915 \r\n",
       "L 410.727119 364.500678 \r\n",
       "L 373.872881 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p76a6cce474)\">\r\n",
       "    <image height=\"37\" id=\"imagebda778e44c\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_177\"/>\r\n",
       "   <g id=\"matplotlib.axis_178\"/>\r\n",
       "   <g id=\"patch_443\">\r\n",
       "    <path d=\"M 373.872881 401.354915 \r\n",
       "L 373.872881 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_444\">\r\n",
       "    <path d=\"M 410.727119 401.354915 \r\n",
       "L 410.727119 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_445\">\r\n",
       "    <path d=\"M 373.872881 401.354915 \r\n",
       "L 410.727119 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_446\">\r\n",
       "    <path d=\"M 373.872881 364.500678 \r\n",
       "L 410.727119 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_90\">\r\n",
       "   <g id=\"patch_447\">\r\n",
       "    <path d=\"M 419.269492 401.354915 \r\n",
       "L 456.123729 401.354915 \r\n",
       "L 456.123729 364.500678 \r\n",
       "L 419.269492 364.500678 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p9758a03a02)\">\r\n",
       "    <image height=\"37\" id=\"image7877100809\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-364.354915\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_179\"/>\r\n",
       "   <g id=\"matplotlib.axis_180\"/>\r\n",
       "   <g id=\"patch_448\">\r\n",
       "    <path d=\"M 419.269492 401.354915 \r\n",
       "L 419.269492 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_449\">\r\n",
       "    <path d=\"M 456.123729 401.354915 \r\n",
       "L 456.123729 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_450\">\r\n",
       "    <path d=\"M 419.269492 401.354915 \r\n",
       "L 456.123729 401.354915 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_451\">\r\n",
       "    <path d=\"M 419.269492 364.500678 \r\n",
       "L 456.123729 364.500678 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_91\">\r\n",
       "   <g id=\"patch_452\">\r\n",
       "    <path d=\"M 10.7 445.58 \r\n",
       "L 47.554237 445.58 \r\n",
       "L 47.554237 408.725763 \r\n",
       "L 10.7 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pbf9f5c212e)\">\r\n",
       "    <image height=\"37\" id=\"imagecd105f48a8\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"10.7\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_181\"/>\r\n",
       "   <g id=\"matplotlib.axis_182\"/>\r\n",
       "   <g id=\"patch_453\">\r\n",
       "    <path d=\"M 10.7 445.58 \r\n",
       "L 10.7 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_454\">\r\n",
       "    <path d=\"M 47.554237 445.58 \r\n",
       "L 47.554237 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_455\">\r\n",
       "    <path d=\"M 10.7 445.58 \r\n",
       "L 47.554237 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_456\">\r\n",
       "    <path d=\"M 10.7 408.725763 \r\n",
       "L 47.554237 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_92\">\r\n",
       "   <g id=\"patch_457\">\r\n",
       "    <path d=\"M 56.09661 445.58 \r\n",
       "L 92.950847 445.58 \r\n",
       "L 92.950847 408.725763 \r\n",
       "L 56.09661 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pc7cd302a6b)\">\r\n",
       "    <image height=\"37\" id=\"image6a9ce75cb3\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"56.09661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_183\"/>\r\n",
       "   <g id=\"matplotlib.axis_184\"/>\r\n",
       "   <g id=\"patch_458\">\r\n",
       "    <path d=\"M 56.09661 445.58 \r\n",
       "L 56.09661 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_459\">\r\n",
       "    <path d=\"M 92.950847 445.58 \r\n",
       "L 92.950847 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_460\">\r\n",
       "    <path d=\"M 56.09661 445.58 \r\n",
       "L 92.950847 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_461\">\r\n",
       "    <path d=\"M 56.09661 408.725763 \r\n",
       "L 92.950847 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_93\">\r\n",
       "   <g id=\"patch_462\">\r\n",
       "    <path d=\"M 101.49322 445.58 \r\n",
       "L 138.347458 445.58 \r\n",
       "L 138.347458 408.725763 \r\n",
       "L 101.49322 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pd59344820d)\">\r\n",
       "    <image height=\"37\" id=\"image9e2cd8bfbe\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"101.49322\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_185\"/>\r\n",
       "   <g id=\"matplotlib.axis_186\"/>\r\n",
       "   <g id=\"patch_463\">\r\n",
       "    <path d=\"M 101.49322 445.58 \r\n",
       "L 101.49322 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_464\">\r\n",
       "    <path d=\"M 138.347458 445.58 \r\n",
       "L 138.347458 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_465\">\r\n",
       "    <path d=\"M 101.49322 445.58 \r\n",
       "L 138.347458 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_466\">\r\n",
       "    <path d=\"M 101.49322 408.725763 \r\n",
       "L 138.347458 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_94\">\r\n",
       "   <g id=\"patch_467\">\r\n",
       "    <path d=\"M 146.889831 445.58 \r\n",
       "L 183.744068 445.58 \r\n",
       "L 183.744068 408.725763 \r\n",
       "L 146.889831 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p2a38a83561)\">\r\n",
       "    <image height=\"37\" id=\"imagefc28a09375\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"146.889831\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_187\"/>\r\n",
       "   <g id=\"matplotlib.axis_188\"/>\r\n",
       "   <g id=\"patch_468\">\r\n",
       "    <path d=\"M 146.889831 445.58 \r\n",
       "L 146.889831 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_469\">\r\n",
       "    <path d=\"M 183.744068 445.58 \r\n",
       "L 183.744068 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_470\">\r\n",
       "    <path d=\"M 146.889831 445.58 \r\n",
       "L 183.744068 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_471\">\r\n",
       "    <path d=\"M 146.889831 408.725763 \r\n",
       "L 183.744068 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_95\">\r\n",
       "   <g id=\"patch_472\">\r\n",
       "    <path d=\"M 192.286441 445.58 \r\n",
       "L 229.140678 445.58 \r\n",
       "L 229.140678 408.725763 \r\n",
       "L 192.286441 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p906b8f65d7)\">\r\n",
       "    <image height=\"37\" id=\"imagefe33bfd4cb\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"192.286441\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_189\"/>\r\n",
       "   <g id=\"matplotlib.axis_190\"/>\r\n",
       "   <g id=\"patch_473\">\r\n",
       "    <path d=\"M 192.286441 445.58 \r\n",
       "L 192.286441 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_474\">\r\n",
       "    <path d=\"M 229.140678 445.58 \r\n",
       "L 229.140678 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_475\">\r\n",
       "    <path d=\"M 192.286441 445.58 \r\n",
       "L 229.140678 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_476\">\r\n",
       "    <path d=\"M 192.286441 408.725763 \r\n",
       "L 229.140678 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_96\">\r\n",
       "   <g id=\"patch_477\">\r\n",
       "    <path d=\"M 237.683051 445.58 \r\n",
       "L 274.537288 445.58 \r\n",
       "L 274.537288 408.725763 \r\n",
       "L 237.683051 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p9e1654ae66)\">\r\n",
       "    <image height=\"37\" id=\"image9e5de8f2c5\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"237.683051\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAuZJREFUWIXt2L1LXFsUBfDfXMePQtTCLyQQBVEUBbFIERAbC3sRBEOsAhYpbf0HFAUrwY/WgE2IRIKNhdoIVlpppXZRkSCCUSf6Ct+ZeY7OvFHwPX0vq73n7rPv2nvtdc6NnZycXHtCRFEE4vE4uLy8BNfXmbeNnjKhxyL+VIHz8vLA9+/fwebmJujs7LzZOB7PyNb/i6nQSycnJ2B2dha8efMGlJSU/AeZisViOQdM//qgtpqampsN/1RhNvVlTSokky7nq6urW+uiKJKfn3/rWSjf4eEhqK6uBgUFBdm2vHn3b1f8C8jIVBRFSYa+fv0KFhcXQXFx8a21BwcH3r59C/r6+kBlZSXY39/HXdZf/vAMvZBIJIyOjoLl5WXQ29sLqqqqbr2zvb1tamoKfPv2DYyNjYHd3V1QX18PCgsLwdnZWcaknjdToeaBqfHxcQsLC2BmZga0t7eDX79+3QoSRZGBgQEwMTEB+vv7kVJbd3c3svdSMt5jvuSpkWQqqGJ1dRXMz8/7/PkzUv1wenp6b5BYLKaiogKMjIyAL1++gJ6eHrC1tYWUzcRisRdqMyHrwM779+/V1taCnz9/Zg1yfX0tkUgg1Zuhl8IkD2psbGwEHR0dSYdIx/NmKigq1H5oaCjpY7koJh0bGxvg3bt3oLS0FHz69Ak3TAVW0+PfKV9TUxMoLy+/Y7y5IMT58eMHaG5uBl1dXeDjx49gZ2dHQ0MD3Cnj8y5fQFFREW4G4mPKFtg9OjoCdXV14PXr16CtrQ2sra1paWnBS2Xq/PwcN40fbiQPYSys3dvbA69evUJqVIT4x8fHGU+0z5upYDPr6+tgbm7Ohw8fkP2YkY5g6IGRpaUlpEbEysoKmJycdHFxcX+M3PP/55BkKqgmGGphYWHSOh6C0CeDg4NgenoalJWVgeHhYdDa2vqymIql/3X568E+/TD3EARDDlevoMowkzKZ8b1JPQc8y/L9TipX/E4qV/wBr7MeYlG1rnYAAAAASUVORK5CYII=\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_191\"/>\r\n",
       "   <g id=\"matplotlib.axis_192\"/>\r\n",
       "   <g id=\"patch_478\">\r\n",
       "    <path d=\"M 237.683051 445.58 \r\n",
       "L 237.683051 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_479\">\r\n",
       "    <path d=\"M 274.537288 445.58 \r\n",
       "L 274.537288 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_480\">\r\n",
       "    <path d=\"M 237.683051 445.58 \r\n",
       "L 274.537288 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_481\">\r\n",
       "    <path d=\"M 237.683051 408.725763 \r\n",
       "L 274.537288 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_97\">\r\n",
       "   <g id=\"patch_482\">\r\n",
       "    <path d=\"M 283.079661 445.58 \r\n",
       "L 319.933898 445.58 \r\n",
       "L 319.933898 408.725763 \r\n",
       "L 283.079661 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pecd208f15f)\">\r\n",
       "    <image height=\"37\" id=\"image1449223f82\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"283.079661\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_193\"/>\r\n",
       "   <g id=\"matplotlib.axis_194\"/>\r\n",
       "   <g id=\"patch_483\">\r\n",
       "    <path d=\"M 283.079661 445.58 \r\n",
       "L 283.079661 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_484\">\r\n",
       "    <path d=\"M 319.933898 445.58 \r\n",
       "L 319.933898 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_485\">\r\n",
       "    <path d=\"M 283.079661 445.58 \r\n",
       "L 319.933898 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_486\">\r\n",
       "    <path d=\"M 283.079661 408.725763 \r\n",
       "L 319.933898 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_98\">\r\n",
       "   <g id=\"patch_487\">\r\n",
       "    <path d=\"M 328.476271 445.58 \r\n",
       "L 365.330508 445.58 \r\n",
       "L 365.330508 408.725763 \r\n",
       "L 328.476271 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p33ec0334f9)\">\r\n",
       "    <image height=\"37\" id=\"image84f3f4bc13\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"328.476271\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAqpJREFUWIXt178rvW0cB/DX4aAzUCRKyCSDQQllkAwmg8lgMlmkrMIfYDYZDcImyaBQNkXZGBDDGTmJyPHrGc73OrfjOeTR0/Mc5b3cdd3X9bnfn/f1+byv646lUqlXBYai/5tAPvyS+ip+SX0V8X8rUCwWywSMZ0IWFxeDx8dH8Pz8/N+QCkRKS0ulUimwubkJDg4OwODgIGhvb88h+xnJgty+2HfMMyiUTqfB3t6eubk5sL+/D+7v70F1dTUYGxsDQ0NDoKqqyutr/k//DKWCCvgwk7KyMrC1tQVGR0fd3t6CkpKSnLXhWVlZCRYXF0Fra+uHdVWQSsVDJqEr3qoTsn55eQFPT0+ZRX/a/uTkBFxeXqqoqMgJ/F6F+vp60NTUlBMzHwpTqaBG6Jq1tTVklOvo6ABtbW2grq4OkSGG8ebmZqenp4jqLSDU6PHxMVhfXwfDw8PZOO9RkErF0un0K8zMzIDZ2VmQSCSyHhNcOXhNQ0MDoro4OjqyvLwMNjY2QDKZRFSXDw8PYGBgACwsLGS97D0KU6nr6+tXoszm5+eRySR0UOi2xsZGMD4+jijr2tpaNzc34OLiAkxNTYHd3V1ESvX29oLV1VV3d3d5ScXDh0PLTk5OZgksLCxAtojPzs7A9PQ0IvPs7OzU19eHzLZDd3c32NnZyRnv6elBZC/5UJjb99ExE4/Hs9eP7e1tsLKyAs7PzxEVeiKRUFNTA4qKMnleXV0hso+w5RMTEznz8uFnKPUW4egJWQXllpaWwOHhITLGGOYE9bq6ukB/fz8YGRlB1DQ/7pj5R5e8YIThchdsJJlMZpUKB3pLSwsoLy+Hv73/DD9fqeyiPx0aai483yL4UKidrygUUJBKfesXK2Qd1PjMnb+DglTql9RX8UvqqyhIUn8Bzngh/oLdHfEAAAAASUVORK5CYII=\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_195\"/>\r\n",
       "   <g id=\"matplotlib.axis_196\"/>\r\n",
       "   <g id=\"patch_488\">\r\n",
       "    <path d=\"M 328.476271 445.58 \r\n",
       "L 328.476271 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_489\">\r\n",
       "    <path d=\"M 365.330508 445.58 \r\n",
       "L 365.330508 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_490\">\r\n",
       "    <path d=\"M 328.476271 445.58 \r\n",
       "L 365.330508 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_491\">\r\n",
       "    <path d=\"M 328.476271 408.725763 \r\n",
       "L 365.330508 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_99\">\r\n",
       "   <g id=\"patch_492\">\r\n",
       "    <path d=\"M 373.872881 445.58 \r\n",
       "L 410.727119 445.58 \r\n",
       "L 410.727119 408.725763 \r\n",
       "L 373.872881 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#p3e29689ab7)\">\r\n",
       "    <image height=\"37\" id=\"imagecb6d2e338a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"373.872881\" xlink:href=\"data:image/png;base64,\r\n",
       "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\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_197\"/>\r\n",
       "   <g id=\"matplotlib.axis_198\"/>\r\n",
       "   <g id=\"patch_493\">\r\n",
       "    <path d=\"M 373.872881 445.58 \r\n",
       "L 373.872881 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_494\">\r\n",
       "    <path d=\"M 410.727119 445.58 \r\n",
       "L 410.727119 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_495\">\r\n",
       "    <path d=\"M 373.872881 445.58 \r\n",
       "L 410.727119 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_496\">\r\n",
       "    <path d=\"M 373.872881 408.725763 \r\n",
       "L 410.727119 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_100\">\r\n",
       "   <g id=\"patch_497\">\r\n",
       "    <path d=\"M 419.269492 445.58 \r\n",
       "L 456.123729 445.58 \r\n",
       "L 456.123729 408.725763 \r\n",
       "L 419.269492 408.725763 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g clip-path=\"url(#pdd410e4d0a)\">\r\n",
       "    <image height=\"37\" id=\"image727764926a\" transform=\"scale(1 -1)translate(0 -37)\" width=\"37\" x=\"419.269492\" xlink:href=\"data:image/png;base64,\r\n",
       "iVBORw0KGgoAAAANSUhEUgAAACUAAAAlCAYAAADFniADAAAABHNCSVQICAgIfAhkiAAAAu5JREFUWIXt17tLXGsUBfDfmdGgYqFIQBTiq7US8QUSVAwEC21E/A/EJ9goFiGFhXUIGoixULQQKxHBImAh9vYp0oiCohaKio+5xXBmMr6u3su9Ovdmld93DrNm7bX32ic4Pj6OuQNBEIjF7rz6xxF5ll/9E9xL6uLiQiwWE4vFBEEgCILnJ/WcyLh5kJOTA6anp2VnZ4Pu7m5wdnb2r5BKD6XCjsvNzTUzMwMKCwtBc3Mzkor92p2RSCTl7O90bnBzJISGvrq6MjIyAjY2NsD4+DhoamqCRHnPz8/t7u6CgoIC8OrVq79M7kWW75ZSIaLRqMPDQzA6OgqWl5fBu3fvwMDAAKiurjY/Pw+Ojo5S7i4vL/E0xdJLKcjIiPfB8fEx4mMCPn/+jLjvoKenR1lZGVhcXASTk5Pg9evXKc8+BumnVNiJmZmZ4Pr6Gqyvr4OlpSWwsrKSUDUcFx8+fAB9fX0p54/xVvopdX5+Dg4ODkBJSUnK/cnJCeI+mpiYADs7O6CyshIsLCyAoqIiJIdsqPpdSC+lgiBwenoKvn37BmpqakB9fT2S/zYrK8vs7CwYHBxEsnPfvHkD2tvbQW9vL8jPz0/MsJuqvUilbgVyiFgsJi8vD1RUVCC5woQ+efv2LeJTu6qqChQXF4O2tjawv78PPn36BL5//w46Ozt1dHQgOctCxe4lRXz7hLq6OtDY2AiGh4fBly9fQG1trb29PbC9vQ0aGhrA+/fvIUF6bW0NDA0N2draAlNTUymkXmT5HhwJIULThmqEZczKygJfv37148cP0NraCubm5kBXVxeSKoQhv7GxkXi/paUl5Zn0VSpEuLhtbm6C/v5+UFpamjD9x48fwerqKuJ+IxnIYXRFo9FE5ISjIUT6KxUiGo0iuSaPjY0l4iWMkzCs/x+ry70v/eIL4iH88+dPxOMDysvLkQzgp+C/o9RNRCKRW999T/HQTTwYM4/F9fX1g/vRU/Eiy/eb1GPxm9Rj8QfZskSglsoa7QAAAABJRU5ErkJggg==\" y=\"-408.58\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_199\"/>\r\n",
       "   <g id=\"matplotlib.axis_200\"/>\r\n",
       "   <g id=\"patch_498\">\r\n",
       "    <path d=\"M 419.269492 445.58 \r\n",
       "L 419.269492 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_499\">\r\n",
       "    <path d=\"M 456.123729 445.58 \r\n",
       "L 456.123729 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_500\">\r\n",
       "    <path d=\"M 419.269492 445.58 \r\n",
       "L 456.123729 445.58 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_501\">\r\n",
       "    <path d=\"M 419.269492 408.725763 \r\n",
       "L 456.123729 408.725763 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p95dcce8563\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p576f393088\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p4eefebb360\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pededc1aea9\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pd516eb527c\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p37483faa71\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p8cc96308c6\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pae8a9f1c5b\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pfaa49e24bc\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pfc4c8a60d9\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"10.7\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pa189c22295\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p4c938c9d1c\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb743265642\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pcfd15b307b\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p55c5394243\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p4e667dcf8e\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pa1eb98a8eb\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p142e1e947d\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p05b2527fbf\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb50d9ef6e8\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"54.925085\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbce211bdb1\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p594a547678\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p6373aac006\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p112d841d3e\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc52af81ba0\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p87df0cd23d\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb138146b7f\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p85c9625f2e\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p359c970ebf\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p1122a6bf03\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"99.150169\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p4b03f019cd\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p946eaeb3ca\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p679019bda8\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbea5bf71dd\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdb0d7a3e56\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pd30a412ce4\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p111e690767\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p37ec24d0de\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p8518ec695f\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p613f43fd4f\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"143.375254\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p3872313e01\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc8a1048e76\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p6986e63ca9\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb4c2095541\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p01686d54db\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb9c40b54b8\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pd8c552e876\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf16b19db50\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc3adb35f75\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc87f07ba85\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"187.600339\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p010f380b31\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pfb34832936\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf568effa09\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf89674c4a7\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pa4df7ceb92\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p771c746aa3\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbe5a7abeda\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pfb3ab4cb50\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdd32213ca8\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pe9218ff20e\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"231.825424\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc30447a146\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p5181faabd4\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pe1ecf825c0\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p9f8dba4b24\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p0e653ea035\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pa12187f278\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p43f3f8c150\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p86e8ae800f\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p03f2a39a4a\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pe335df84cc\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"276.050508\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p40f47a1361\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pf7ed629b79\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p10d3aa122c\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p0ede010c86\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb1f7504679\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pb7e4411f7a\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p4349f2d070\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdd2a3a49b6\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p074d04bb9b\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p584c416b1d\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"320.275593\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc12f594296\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p5cc0c600e5\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p21fbe04544\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p666d998965\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pd7d370feba\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p7e9f850e61\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p598edb7275\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p8c6065e2bf\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p76a6cce474\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p9758a03a02\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"364.500678\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pbf9f5c212e\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"10.7\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pc7cd302a6b\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"56.09661\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pd59344820d\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"101.49322\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p2a38a83561\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"146.889831\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p906b8f65d7\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"192.286441\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p9e1654ae66\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"237.683051\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pecd208f15f\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"283.079661\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p33ec0334f9\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"328.476271\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"p3e29689ab7\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"373.872881\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       "  <clipPath id=\"pdd410e4d0a\">\r\n",
       "   <rect height=\"36.854237\" width=\"36.854237\" x=\"419.269492\" y=\"408.725763\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 576x576 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_100_image(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "def expand_y(y): #oneHot编码y\n",
    "    encoder = OneHotEncoder(sparse=False)\n",
    "    oneHot_y = encoder.fit_transform(y.reshape(-1,1))\n",
    "    return oneHot_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((25, 401), (10, 26))"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入 预先训练好的THETA1 THETA2\n",
    "def loadmat_Theta():\n",
    "    data = loadmat('./ex4weights.mat')\n",
    "    return data['Theta1'],data['Theta2']\n",
    "T1,T2 = loadmat_Theta()\n",
    "T1.shape,T2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "def serialize(t1,t2):\n",
    "    return np.r_[t1.flatten(),t2.flatten()] #(1, 25*401+10*26)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "def deserialize(Theta):\n",
    "    return Theta[:25*401].reshape(25,401), Theta[25*401:].reshape(10,26)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Test:\n",
    "# theta = serialize(T1,T2)\n",
    "# deserialize(theta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "def segmoid(z):\n",
    "    return 1/(1+np.exp(-z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feed_forward(Theta, X):\n",
    "    Theta1,Theta2 = deserialize(Theta)\n",
    "\n",
    "    # Theta1 (25,401)\n",
    "    # Theta2 (10,26)\n",
    "    # X (5000,401)\n",
    "    a1 = X \n",
    "    assert a1.shape[1]==Theta1.T.shape[0],'erro a1:{}, Theta1:{}'.format(a1.shape,Theta1.shape)\n",
    "    z2 = a1 @ Theta1.T\n",
    "    a2 = segmoid(z2)\n",
    "    a2 = np.append(np.ones((len(a2),1)),a2,axis=1)\n",
    "    z3 = a2 @ Theta2.T\n",
    "    a3 = segmoid(z3)\n",
    "    return a1,z2,a2,z3,a3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "Theta = serialize(T1,T2)\n",
    "X_add_one = np.append(np.ones((len(X),1)),X,axis=1)\n",
    "\n",
    "# feed_forward(Theta,X_add_one)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((5000, 401), (5000, 25), (5000, 26), (5000, 10), (5000, 10))"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a1, z2, a2, z3, h = feed_forward(Theta, X_add_one)\n",
    "a1.shape,z2.shape,a2.shape,z3.shape,h.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cost(Theta, X, y):\n",
    "    # y (5000, 10)\n",
    "    # X (5000, 401)\n",
    "    # Theta (1, 25*401+10*26)\n",
    "    a1, z2, a2, z3, h = feed_forward(Theta, X)\n",
    "    # h (5000, 10)\n",
    "    J = -y * np.log(h) - (1-y) * np.log(1-h)\n",
    "    return np.sum(J)/len(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2876291651613189"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cost(Theta, X_add_one, expand_y(y))\n",
    "# excand_y(y).shape,h.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "def regularized_cost(Theta, X, y, l=1):\n",
    "    t1,t2 =deserialize(Theta)\n",
    "    reg = l/(2*len(X)) * (np.sum(np.power(t1[:,1:],2))+np.sum(np.power(t2[:,1:],2)))\n",
    "    return reg+cost(Theta, X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.38376985909092365"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regularized_cost(Theta, X_add_one, expand_y(y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 反向传播"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sigmoid_gradient(z):\n",
    "    return segmoid(z)*(1-segmoid(z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "def random_init(size):\n",
    "    return np.random.uniform(-0.12,0.12,size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backprop(Theta,X,y):\n",
    "    # y 是已经经过oneHot (5000,10)\n",
    "    \n",
    "    # Theta1 (25,401)\n",
    "    # Theta2 (10,26)\n",
    "    Theta1,Theat2 = deserialize(Theta)\n",
    "    a1,z2,a2,z3,h = feed_forward(Theta, X)\n",
    "    #(a1(5000, 401), z2(5000, 25), a2(5000, 26), z3(5000, 10), h(5000, 10))\n",
    "    d3 = h-y #(5000,10)\n",
    "    d2 =d3 @ Theat2[:,1:]  * sigmoid_gradient(z2) #(5000,25)\n",
    "    \n",
    "    D2 = d3.T @ a2 #(10,26)\n",
    "    D1 = d2.T @ a1  #(25,401)\n",
    "\n",
    "    D = 1/(2*len(X)) * serialize(D1,D2)\n",
    "\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((10285,),\n",
       " array([ 3.09356383e-05,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         4.83052360e-05, -3.78868423e-04,  3.86664936e-04]))"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "backprop(Theta,X_add_one,expand_y(y)).shape, backprop(Theta,X_add_one,expand_y(y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_checking(Theta, X, y, e):\n",
    "    def gradApprox(theta_plus,theta_minus):\n",
    "        return (regularized_cost(theta_plus,X,y) - regularized_cost(theta_minus,X,y))/(2*e)\n",
    "\n",
    "    numeric_grad=[]\n",
    "    for i in range(len(Theta)): #对每一个Theta进行梯度检测\n",
    "        plus = Theta.copy()\n",
    "        minus = Theta.copy()\n",
    "        plus[i] = plus[i] + e\n",
    "        minus[i] = plus[i] + e\n",
    "        numeric_grad.append(gradApprox(plus,minus))  \n",
    "\n",
    "    return numeric_grad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gradient_checking(Theta, X_add_one, expand_y(y), 0.00001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "def regularized_gradient(Theta, X, y, l):\n",
    "   # y 是已经经过oneHot (5000,10)\n",
    "    \n",
    "    # Theta1 (25,401)\n",
    "    # Theta2 (10,26)\n",
    "    Theta1,Theta2 = deserialize(Theta)\n",
    "    a1,z2,a2,z3,h = feed_forward(Theta, X)\n",
    "    #(a1(5000, 401), z2(5000, 25), a2(5000, 26), z3(5000, 10), h(5000, 10))\n",
    "    D1,D2 = deserialize(backprop(Theta,X,y))\n",
    "    Theta1[:,0] = 0\n",
    "    Theta2[:,0] = 0\n",
    "    reg_D1 = D1 + (1/len(X))*Theta1\n",
    "    reg_D2 = D2 + (1/len(X))*Theta2\n",
    "\n",
    "    return serialize(reg_D1,reg_D2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def BP_trans(X, y):\n",
    "    \n",
    "    init_theta = random_init(25*401+10*26)\n",
    "\n",
    "    res = minimize(fun=regularized_cost,x0=init_theta,method='tnc',jac=regularized_gradient,args=(X,y,1))\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     fun: 0.35351535596676986\n",
       "     jac: array([ 2.72927172e-04,  3.97386360e-07,  3.82633349e-07, ...,\n",
       "       -9.56898024e-05, -2.85006185e-05,  3.49481129e-05])\n",
       " message: 'Converged (|f_n-f_(n-1)| ~= 0)'\n",
       "    nfev: 281\n",
       "     nit: 22\n",
       "  status: 1\n",
       " success: True\n",
       "       x: array([ 1.03572647e+00,  1.98693180e-03,  1.91316674e-03, ...,\n",
       "        1.46403503e+00, -3.00869642e+00, -1.21766696e+00])"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BP_trans(X_add_one,expand_y(y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "def accuracy(theta, X, y):\n",
    "    _, _, _, _, h = feed_forward(Theta, X)\n",
    "    y_pred = np.argmax(h, axis=1) + 1\n",
    "    return classification_report(y, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "precision    recall  f1-score   support\n",
      "\n",
      "           1       0.97      0.98      0.98       500\n",
      "           2       0.98      0.97      0.98       500\n",
      "           3       0.98      0.96      0.97       500\n",
      "           4       0.97      0.97      0.97       500\n",
      "           5       0.97      0.98      0.98       500\n",
      "           6       0.98      0.99      0.98       500\n",
      "           7       0.98      0.97      0.97       500\n",
      "           8       0.98      0.98      0.98       500\n",
      "           9       0.97      0.96      0.96       500\n",
      "          10       0.98      0.99      0.99       500\n",
      "\n",
      "    accuracy                           0.98      5000\n",
      "   macro avg       0.98      0.98      0.98      5000\n",
      "weighted avg       0.98      0.98      0.98      5000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(accuracy(Theta, X_add_one, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7 (XPython)",
   "language": "python",
   "name": "xpython"
  },
  "language_info": {
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
